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    <title>DEV Community: Intelligent Tools</title>
    <description>The latest articles on DEV Community by Intelligent Tools (intelligenttools).</description>
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    <item>
      <title>Phind Alternatives: What Developers Actually Use Now</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Thu, 03 Sep 2026 20:07:06 +0000</pubDate>
      <link>https://dev.to/intelligenttools/phind-alternatives-what-developers-actually-use-now-5cjb</link>
      <guid>https://dev.to/intelligenttools/phind-alternatives-what-developers-actually-use-now-5cjb</guid>
      <description>&lt;p&gt;People are still looking for Phind. Not in a nostalgic way, in a "my bookmark stopped working, what do I do now" way.&lt;/p&gt;

&lt;p&gt;I know this because I can see it. Phind is still one of the largest sources of search demand reaching this site, months after the shutdown, and its shape has changed. The questions used to be &lt;em&gt;is it gone&lt;/em&gt;. Now they are &lt;em&gt;what do I use instead&lt;/em&gt;, and "phind alternative" keeps turning up among them.&lt;/p&gt;

&lt;p&gt;So this is that post. If you want the story of why Phind died 37 days after raising $10 million, I wrote that in &lt;a href="https://intelligenttools.co/blog/improved-phind-shutdown-post" rel="noopener noreferrer"&gt;Why Did Phind Shut Down&lt;/a&gt;. This one is only about what to move to.&lt;/p&gt;

&lt;h2&gt;
  
  
  What You Are Actually Replacing
&lt;/h2&gt;

&lt;p&gt;Before listing alternatives, it is worth being precise about what Phind did, because most recommended tools replace only half of it.&lt;/p&gt;

&lt;p&gt;Phind was two products stapled together. It was a search engine that read documentation, Stack Overflow, and GitHub issues and answered technical questions with citations. It was also, increasingly, a code generator that would write the fix rather than just point at it. The reason it felt different from asking ChatGPT was the first half: it went and looked things up, and it showed you where the answer came from.&lt;/p&gt;

&lt;p&gt;That split matters when you choose a replacement. If what you miss is cited technical search, you want an answer engine. If what you miss is "write this function for me", you want a coding agent, and the market for those has moved a long way since January. Most people miss the first thing and get recommended the second.&lt;/p&gt;

&lt;p&gt;One more honest note before the list. I pulled every price below from the vendor's own pricing page rather than copying it from another directory, and each tool page on this site includes the date it was last checked. Prices move. If you are reading this months from now, check the tool page.&lt;/p&gt;

&lt;h2&gt;
  
  
  Perplexity: The Closest Thing to a Direct Swap
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/perplexity" rel="noopener noreferrer"&gt;Perplexity&lt;/a&gt; is where most Phind users landed, and it is still the honest first recommendation. It is an answer engine with inline citations, which is the specific behavior that made Phind useful.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwx32nf9yos7ookxaw0wp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwx32nf9yos7ookxaw0wp.png" alt="Perplexity answer engine with inline citations" width="800" height="448"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Free tier; Pro is $20/month. That buys unlimited Pro searches and model choice.&lt;/p&gt;

&lt;p&gt;What it does well: citations are genuinely good, and it is fast enough that you will use it instead of opening three Stack Overflow tabs. For "why does this library throw this error", it usually beats a Google search on time to answer.&lt;/p&gt;

&lt;p&gt;What you lose: Phind was tuned for developers, and Perplexity is not. Ask it something niche about a build tool, and you will get a mix of real documentation and SEO blog spam, and it does not always know which is which. You end up checking the citations more often than you did with Phind, which is the tax for using a general tool.&lt;/p&gt;

&lt;h2&gt;
  
  
  Claude: What Most People Mean by "Claude vs Phind"
&lt;/h2&gt;

&lt;p&gt;Enough people search "claude vs phind" that it is worth answering directly.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/claude" rel="noopener noreferrer"&gt;Claude&lt;/a&gt; is not a search engine. It is a reasoning model with web search attached, and that difference shows up in how you use it. Perplexity answers a question. Claude works a problem and searches when it needs to.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F653lorkmaq742iko80tx.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F653lorkmaq742iko80tx.png" alt="Claude, a reasoning model with web search attached" width="800" height="449"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Free tier with roughly 50 messages a day. Pro is $20 a month. Claude Code, the terminal agent, is $30 a month.&lt;/p&gt;

&lt;p&gt;What it does well: understanding a messy problem you cannot phrase cleanly. If your question is "this build works locally and fails in CI and I do not know why", Claude is better than an answer engine, because the useful output is a line of reasoning rather than a citation.&lt;/p&gt;

&lt;p&gt;What you lose: it is slower, and web search is not its strength. For a question with one factual answer in the documentation, an answer engine gets there first. I would not use Claude to look up a flag.&lt;/p&gt;

&lt;p&gt;If you are choosing between them: Perplexity for lookups, Claude for problems. Most people who miss Phind actually miss both halves and end up paying for two things, which is worth saying out loud rather than pretending one tool covers it.&lt;/p&gt;

&lt;h2&gt;
  
  
  Exa: Search Built for Programs, Not People
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/exa" rel="noopener noreferrer"&gt;Exa&lt;/a&gt; is the interesting one, and it is not for everybody.&lt;/p&gt;

&lt;p&gt;It is a search API designed to be called by code and by agents rather than typed into a box. If your reason for using Phind was that it understood technical queries and returned things you could actually use, and you are comfortable writing a script, Exa gets closer to that than a chat interface does.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F4x5ce1isic12uxw4wfhj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F4x5ce1isic12uxw4wfhj.png" alt="Exa, a search API built to be called by code" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Pricing is not a subscription. Starter is free with $20 of credits on signup and $10 every month, and it does not ask for a card. Beyond that it is pay as you go per request: $7 per 1,000 searches, more for deep search and reasoning variants.&lt;/p&gt;

&lt;p&gt;What it does well: no monthly commitment, and a free allowance that is enough to find out whether it fits before you spend anything.&lt;/p&gt;

&lt;p&gt;What you lose: there is no polished consumer product here. If you want to open a tab and type a question, this is the wrong tool and you should use Perplexity.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Coding Agents, If That Is the Half You Miss
&lt;/h2&gt;

&lt;p&gt;If what you actually used Phind for was generating code rather than finding answers, the honest advice is that this category has changed more than the search one, and you have better options now than you did in January.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/cursor" rel="noopener noreferrer"&gt;Cursor&lt;/a&gt; is the mainstream choice: an AI-first editor built on VS Code, free tier with 2,000 completions a month, Pro at $20 with a credit pool, Ultra at $200.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fcy55gh7s0cwfwk59zx4v.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fcy55gh7s0cwfwk59zx4v.png" alt="Cursor, an AI-first editor built on VS Code" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/cline" rel="noopener noreferrer"&gt;Cline&lt;/a&gt; is the open-source counterargument. Apache-2.0, no subscription and no seat fee, and you pay only for model inference with your own API key. The running cost is yours to see rather than a flat charge you forget about, which some people prefer, and others hate.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/continue-dev" rel="noopener noreferrer"&gt;Continue.dev&lt;/a&gt; sits between them: open source and working in both VS Code and JetBrains, which matters if your team isn't all on the same editor.&lt;/p&gt;

&lt;p&gt;I would not call any of these a Phind replacement. They're different tools for different parts of the job, and pretending otherwise is how people end up disappointed.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Would Not Recommend
&lt;/h2&gt;

&lt;p&gt;A few things get suggested in these threads that I think are wrong.&lt;/p&gt;

&lt;p&gt;Going back to plain Google is advice people give because it sounds hard-nosed. It is free and comprehensive, and there is no hallucination risk. It is also slower for the exact queries Phind was good at, and the results for programming questions have gotten noticeably worse. It is a fallback, not a plan.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/chatgpt" rel="noopener noreferrer"&gt;ChatGPT&lt;/a&gt; with search gets recommended constantly and it is fine, but if you are choosing fresh rather than already paying for it, Perplexity does the search half better for the same $20.&lt;/p&gt;

&lt;p&gt;And a general warning about this category: &lt;a href="https://intelligenttools.co/tools/you-com" rel="noopener noreferrer"&gt;You.com&lt;/a&gt; still appears on alternative lists as a consumer search product, but it now sells API access only, with no consumer subscription publicly on sale. That is the sort of thing an alternatives roundup gets wrong when it is assembled from other roundups instead of from the vendors' own pages.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Would Actually Do
&lt;/h2&gt;

&lt;p&gt;If you want one thing: Perplexity, $20, and accept that it is less developer-focused than what you lost.&lt;/p&gt;

&lt;p&gt;If you want the setup that most closely reconstructs Phind: Perplexity for lookups and Claude for problems. That is $40 a month, which is more than Phind cost, and I understand if that is where you stop reading.&lt;/p&gt;

&lt;p&gt;If you are cost-sensitive or building something: Exa's free tier costs nothing and asks for no card, and Cline is free except for inference. That combination gets you a long way for the price of the tokens you burn.&lt;/p&gt;

&lt;p&gt;The uncomfortable truth is that nothing on this list is Phind. Phind's advantage was being one product that did both halves for developers specifically, and nobody has rebuilt that, which is likely why it couldn't stay in business. The alternatives are all either broader and shallower or narrower and deeper.&lt;/p&gt;

&lt;p&gt;If you want to see what else has landed in this category, the &lt;a href="https://intelligenttools.co/tools" rel="noopener noreferrer"&gt;AI search tools&lt;/a&gt; in the directory all carry prices checked against the vendor's own page, with the date on each one. And if you are curious how a similar story played out for a coding tool rather than a search one, &lt;a href="https://intelligenttools.co/blog/what-happened-to-codeium" rel="noopener noreferrer"&gt;what happened to Codeium&lt;/a&gt; covers a product that did not shut down so much as become something else.&lt;/p&gt;

&lt;p&gt;I keep the tool listings and their prices up to date at &lt;a href="https://intelligenttools.co/tools" rel="noopener noreferrer"&gt;intelligenttools.co&lt;/a&gt;, with each listing showing the date the price was last checked against the vendor's own page.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>devtools</category>
      <category>productivity</category>
      <category>programming</category>
    </item>
    <item>
      <title>What Happened to Codeium? From Windsurf to Devin Desktop</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Fri, 28 Aug 2026 20:12:55 +0000</pubDate>
      <link>https://dev.to/intelligenttools/what-happened-to-codeium-from-windsurf-to-devin-desktop-4370</link>
      <guid>https://dev.to/intelligenttools/what-happened-to-codeium-from-windsurf-to-devin-desktop-4370</guid>
      <description>&lt;p&gt;Type &lt;code&gt;codeium.com&lt;/code&gt; into a browser today and you will not land on Codeium.&lt;/p&gt;

&lt;p&gt;You get a 301 to &lt;code&gt;windsurf.com&lt;/code&gt;, which throws a 308 to &lt;code&gt;devin.ai/desktop&lt;/code&gt;. Two redirects, three brand names, one product. I only noticed because Codeium had quietly become the biggest single traffic source on this site, and when I went to check that our listing was still accurate, the destination had moved twice.&lt;/p&gt;

&lt;p&gt;If you are reading this because your extension renamed itself, or because a tutorial from last year pointed you at a domain that no longer exists, here is the whole chain in one place.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Three-Name Timeline
&lt;/h2&gt;

&lt;p&gt;Codeium did not shut down. That is the first thing worth saying, because the redirect chain makes it feel like it did, and that is not the same story as &lt;a href="https://intelligenttools.co/blog/improved-phind-shutdown-post" rel="noopener noreferrer"&gt;Phind&lt;/a&gt;, which genuinely went dark with two weeks notice.&lt;/p&gt;

&lt;p&gt;What happened instead was two rebrands wrapped around an acquisition:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;2022:&lt;/strong&gt; Launched as Codeium by Varun Mohan and Douglas Chen, free AI autocomplete for individuals&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Late 2024:&lt;/strong&gt; Rebranded to Windsurf, pivoting from an extension to a full agentic IDE&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;July 2025:&lt;/strong&gt; Cognition AI acquired Windsurf's IP, brand, and remaining team&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;June 2, 2026:&lt;/strong&gt; Windsurf renamed to Devin Desktop, shipped as an over-the-air update&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;July 1, 2026:&lt;/strong&gt; Cascade, the original in-editor agent, reached end of life&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The June rebrand had no migration wizard and no reinstall. Existing installs updated themselves and kept plans and settings intact. That is the good version of this kind of transition, and it is worth acknowledging before I get to the parts that are less good.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Actually Changed for You
&lt;/h2&gt;

&lt;p&gt;The naming is the confusing part, so here is the mapping as I understand it.&lt;/p&gt;

&lt;p&gt;The old Codeium extension is now the Tab completions feature inside Devin. The Windsurf IDE is now Devin Desktop. Cascade, the agent you may have been using inside Windsurf, is gone as of July 1 and Devin Local replaced it as the default local agent. Cognition now ships one product family (Devin Cloud, Devin Desktop, Devin Review) where there used to be two separate brands.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fachdcold0r5rwykp275k.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fachdcold0r5rwykp275k.png" alt="Devin Desktop landing page showing the Windsurf successor, with a sessions board tracking agents across Running, Waiting for review and Done columns" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Read that headline again if you started on Codeium: "Manage fleets of local and cloud agents from one surface." That is the same lineage as a free autocomplete extension, four years and three names later. The screenshot is not a gotcha, it is just the clearest single statement of where this product went.&lt;/p&gt;

&lt;p&gt;There is still a free tier, and the detail that matters most to old Codeium users is that it kept the thing Codeium was for. Here is the current ladder, from Cognition's own pricing page:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Plan&lt;/th&gt;
&lt;th&gt;Price&lt;/th&gt;
&lt;th&gt;What you get&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;$0&lt;/td&gt;
&lt;td&gt;Unlimited Tab completions, unlimited inline edits, light agent quota, limited model availability&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pro&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Full model availability including OpenAI, Claude and Gemini frontier models, free use of SWE 1.7, cloud agents (Devin Cloud), extra usage at API pricing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Max&lt;/td&gt;
&lt;td&gt;$200/month&lt;/td&gt;
&lt;td&gt;Everything in Pro with significantly higher quotas&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Teams&lt;/td&gt;
&lt;td&gt;$80/month + $40 per dev seat&lt;/td&gt;
&lt;td&gt;Unlimited members, centralised billing, admin dashboard, priority support&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Enterprise&lt;/td&gt;
&lt;td&gt;Contact&lt;/td&gt;
&lt;td&gt;SAML/OIDC SSO, enterprise admin controls, dedicated deployment&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9d478qrnvrdcr9idahk5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9d478qrnvrdcr9idahk5.png" alt="Devin plans and pricing page showing Free at zero dollars, Pro at twenty dollars per month, Max at two hundred dollars per month, Teams at eighty dollars plus forty per seat, and Enterprise" width="800" height="440"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Note the Teams line, because it is easy to misread: it is an $80 monthly platform fee &lt;strong&gt;plus&lt;/strong&gt; $40 per full developer seat, not $40 a seat flat. A five-developer team is $280 a month, not $200.&lt;/p&gt;

&lt;p&gt;Existing Windsurf subscribers kept their original plan pricing through the rename.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Part That Should Bother You
&lt;/h2&gt;

&lt;p&gt;Codeium's original pitch was "free forever for individuals." That was the whole reason it built the user base it did. It was the tool you recommended to a junior who could not expense $20 a month, and the one you put on a personal machine where a Copilot seat made no sense.&lt;/p&gt;

&lt;p&gt;Three brand names later, that product is a completion tier inside an enterprise agent platform. To be fair where fairness is due: unlimited Tab completions and unlimited inline edits are still free, so the specific promise Codeium made to individuals is intact. This is not a bait and switch and I am not going to call it one.&lt;/p&gt;

&lt;p&gt;What changed is everything around it. The free tier now says "limited model availability" and "light quota to code with agents," so the good models and the agentic work are the upsell. The centre of gravity moved from "free autocomplete for individuals" to "fleets of coding agents for engineering orgs," and the ladder reflects it: a $200 Max tier and an $80-plus-per-seat Teams plan are not aimed at the person Codeium was originally built for. You can still stand on the free tier. You are just no longer the customer.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F1vl7qc0z2mx6zob3q5be.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F1vl7qc0z2mx6zob3q5be.png" alt="Devin Review product page, a code review tool that organizes diffs, detects moved code and flags vulnerabilities, with security review included in every review" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Devin Review is the clearest illustration of the new shape. Organised diffs, moved-code detection, vulnerability flagging on every pull request: this is a product sold to engineering organisations with review processes, not to the individual who installed Codeium because autocomplete was free. Nothing wrong with that product. It is just a different buyer.&lt;/p&gt;

&lt;p&gt;Cascade reaching end of life is the concrete loss. If you had workflows built on it, they did not survive the transition, and no amount of automatic updating fixes a removed feature.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Broader Pattern
&lt;/h2&gt;

&lt;p&gt;This is the third acquisition in this exact corner of the market, and the pattern is getting hard to ignore.&lt;/p&gt;

&lt;p&gt;Cursor acquired Supermaven in November 2024. Supermaven was one of the genuinely good standalone completion engines, fast in a way that made Copilot feel sluggish. Anysphere refunded active subscribers in November 2025 and wound the standalone product down. JetBrains and Neovim users kept legacy access; VS Code users got nothing and were told to move to Cursor. Cursor has since also acquired Continue.&lt;/p&gt;

&lt;p&gt;So of the five tools you would have listed as "Codeium alternatives" eighteen months ago, two have been absorbed into other products and one has been renamed twice.&lt;/p&gt;

&lt;p&gt;If you are picking an AI completion tool in 2026, acquisition risk is a real selection criterion, not a hypothetical. The question is not just whether the tool is good. It is what happens to your workflow when the company is bought, because in this market it probably will be.&lt;/p&gt;

&lt;h2&gt;
  
  
  What to Use Instead
&lt;/h2&gt;

&lt;p&gt;I am not going to pretend I have run all of these in anger for six months. What I can tell you is what each one is actually for, and which ones are structurally resistant to the problem above.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you want to just stay put:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/devin-ai" rel="noopener noreferrer"&gt;Devin Desktop&lt;/a&gt; is a reasonable tool and the free tier still gives you unlimited Tab completions, which is the part you were probably using anyway. Doing nothing is a legitimate choice, and the automatic migration means you may already be using it without having decided to. You also picked up capability you did not have under Codeium, including a terminal agent that installs with one curl command.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fjyzm9luzgoba6l2hc42g.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fjyzm9luzgoba6l2hc42g.png" alt="Devin CLI page showing that Devin now runs locally in the terminal, installed with a single curl command" width="799" height="451"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you want the closest thing to old Codeium:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/tabnine" rel="noopener noreferrer"&gt;Tabnine&lt;/a&gt; at $12 a user is the surviving privacy-focused completion tool with a free tier, and it has stayed a completion tool rather than reinventing itself as an agent platform every eighteen months.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you want the mainstream default:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/github-copilot" rel="noopener noreferrer"&gt;GitHub Copilot&lt;/a&gt; at $10 a month for individuals, free for students. It is owned by Microsoft, which is the one thing on this list nobody is going to acquire.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you want the full agentic IDE:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/cursor" rel="noopener noreferrer"&gt;Cursor&lt;/a&gt; is where most of the Windsurf audience went. Free Hobby tier with 2,000 completions a month, Pro at $20. Note the irony that Cursor is the company doing the acquiring in this story.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If acquisition risk is what you actually care about:&lt;/strong&gt; this is where open source stops being an ideological preference and starts being a practical hedge. &lt;a href="https://intelligenttools.co/tools/cline" rel="noopener noreferrer"&gt;Cline&lt;/a&gt; is Apache-2.0 with no seat fee, and you bring your own model key. &lt;a href="https://intelligenttools.co/tools/continue-dev" rel="noopener noreferrer"&gt;Continue&lt;/a&gt; is open source and runs in your existing editor. &lt;a href="https://intelligenttools.co/tools/zed" rel="noopener noreferrer"&gt;Zed&lt;/a&gt; has a free tier with the full editor and meters AI by token rather than charging a flat assistant fee. A company can be acquired; an MIT-licensed repo on your disk cannot be renamed out from under you.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you are on AWS anyway:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/amazon-codewhisperer" rel="noopener noreferrer"&gt;Amazon CodeWhisperer&lt;/a&gt; is now Amazon Q Developer, which is its own small lesson in this article's theme. Free for individual use.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you want code search rather than completion:&lt;/strong&gt; &lt;a href="https://intelligenttools.co/tools/sourcegraph-cody" rel="noopener noreferrer"&gt;Sourcegraph Cody&lt;/a&gt; at $9 a user, with a free tier.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Would Actually Do
&lt;/h2&gt;

&lt;p&gt;If you were a happy Codeium free-tier user and you have not noticed anything break, do nothing. The rename is cosmetic from where you sit, and churning tools costs more than it saves.&lt;/p&gt;

&lt;p&gt;If you were on Cascade, you have already had to move and you should treat that as a signal about how much of your workflow you want living inside a single vendor's agent product.&lt;/p&gt;

&lt;p&gt;If you are choosing fresh, I would weight two things more heavily than I did two years ago. First, does this tool do one thing rather than pivoting annually into whatever the market rewards this quarter. Second, if the company is bought tomorrow, what do I keep. Those two questions would have steered you away from Codeium and Supermaven and toward Copilot, Tabnine, or something open source, which is roughly how the last two years actually played out.&lt;/p&gt;

&lt;p&gt;The honest summary is that Codeium did not fail. It succeeded hard enough to get bought, and the thing that made it worth using to individual developers was not the thing that made it worth buying.&lt;/p&gt;

&lt;p&gt;I will update this post when I have spent real time in Devin Desktop rather than just tracing its redirects.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://intelligenttools.co/blog/what-happened-to-codeium" rel="noopener noreferrer"&gt;intelligenttools.co&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>devtools</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I Gave My Coding Agents a Task Board: Setting Up Multica</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Wed, 26 Aug 2026 20:34:34 +0000</pubDate>
      <link>https://dev.to/intelligenttools/i-gave-my-coding-agents-a-task-board-setting-up-multica-3je8</link>
      <guid>https://dev.to/intelligenttools/i-gave-my-coding-agents-a-task-board-setting-up-multica-3je8</guid>
      <description>&lt;p&gt;Running one coding agent is fine. You open a terminal, describe the job, watch it work.&lt;/p&gt;

&lt;p&gt;Running three is where it falls apart. Each one lives in its own terminal; none of them knows what the others did, and the only record of what happened is scrollback you will close by accident. There is no answer to "what is in flight right now" other than checking four windows.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/multica" rel="noopener noreferrer"&gt;Multica&lt;/a&gt; is a task board for that problem. Agents get assigned issues the same way people do, they move their own cards across the board, and their work is attached to the issue instead of living in a terminal you closed.&lt;/p&gt;

&lt;p&gt;This is what setting it up on a real project looked like: this site, its actual backlog, three agents, and what the first few hours actually consumed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9xeidu1kr0ggd5dnxcuz.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9xeidu1kr0ggd5dnxcuz.png" alt="The Multica board: agents and humans assigned to the same issues" width="800" height="502"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Setup: 20 minutes, no errors
&lt;/h2&gt;

&lt;p&gt;I used the desktop app on macOS rather than self-hosting, which is the fastest route.&lt;/p&gt;

&lt;p&gt;The only step that needs a decision is authentication. &lt;strong&gt;Log in to GitHub from your terminal over HTTPS before you start&lt;/strong&gt;, because that is the credential the agents use when they open pull requests. Get that wrong, and everything works right up until the moment an agent tries to push, which is the worst place to discover it.&lt;/p&gt;

&lt;p&gt;That was the whole setup. Download, sign in, connect the repository, done in about twenty minutes with nothing going wrong.&lt;/p&gt;

&lt;p&gt;One thing that catches people out: &lt;strong&gt;Multica does not ship an agent.&lt;/strong&gt; It drives the CLIs you already have. A daemon scans the machine for tools it recognizes and registers a runtime for each. It supports 23 out of the box, including Claude Code, Codex, Cursor, Copilot, &lt;a href="https://intelligenttools.co/tools/opencode" rel="noopener noreferrer"&gt;OpenCode&lt;/a&gt;, OpenClaw, Gemini CLI, and Kimi. Mine runs on Claude Code on the MacBook. If you have no agent CLI installed, install one first.&lt;/p&gt;

&lt;h2&gt;
  
  
  Creating agents by asking for them
&lt;/h2&gt;

&lt;p&gt;I expected a form. There is one, but it is not how you are meant to work.&lt;/p&gt;

&lt;p&gt;Multica ships with an agent called &lt;strong&gt;Mika&lt;/strong&gt;, described as a workspace chief of staff, and you create everything else by talking to it. You describe the job you want done in plain language and Mika creates the issue, the agent, or the schedule. The dialog literally prompts you with an example: &lt;em&gt;"let Bojan fix the inbox loading slowness in the Web project"&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Both of my other agents came out of that chat:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Agent&lt;/th&gt;
&lt;th&gt;Job&lt;/th&gt;
&lt;th&gt;Access&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Mika&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Chief of staff. Turns goals into issues, coordinates the others, builds reusable workflows&lt;/td&gt;
&lt;td&gt;Workspace&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Vera&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Reviews agent-authored pull requests with fresh context&lt;/td&gt;
&lt;td&gt;Owner only&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Scout&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Finds AI tools worth adding to the directory and verifies them&lt;/td&gt;
&lt;td&gt;Workspace&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The narrowness matters. An agent told to "help with the site" produces vague work. An agent told "review agent-authored PRs, and you did not write this code" produces something usable.&lt;/p&gt;

&lt;p&gt;So does the access column. Vera is &lt;strong&gt;owner only&lt;/strong&gt;, because a reviewer anyone can retask is not a reviewer.&lt;/p&gt;

&lt;p&gt;Instructions are plain text in the agent's Instructions tab. Edit them and behavior changes on the next run; no redeploy. You are tuning a job description, not a config file.&lt;/p&gt;

&lt;h2&gt;
  
  
  Writing issues agents can actually finish
&lt;/h2&gt;

&lt;p&gt;The board is an ordinary kanban: Backlog, Todo, In Progress, In Review, Done. Agents move their own cards. When Vera finished a review, she moved the issue to In Review herself and left the write-up as a comment.&lt;/p&gt;

&lt;p&gt;What made this work was writing issues with an &lt;strong&gt;Outcome&lt;/strong&gt; line instead of a task line. "Define the verify gate agents must pass before hand-back" is a task. "A named, runnable verify gate" is an outcome. Agents handle the second far better, because there is something concrete to check themselves against.&lt;/p&gt;

&lt;p&gt;Some real ones off my board:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Connect the codebase to the project&lt;/li&gt;
&lt;li&gt;Define the verify gate agents must pass before hand-back&lt;/li&gt;
&lt;li&gt;Automated code review pass on agent PRs&lt;/li&gt;
&lt;li&gt;Backlog sweep: turn existing TODOs and known issues into issues&lt;/li&gt;
&lt;li&gt;Repeatable CLI triage for pending tool submissions&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The part that matters: making them stop
&lt;/h2&gt;

&lt;p&gt;This is the piece I would keep if I threw the rest away.&lt;/p&gt;

&lt;p&gt;Scout runs on a schedule through Autopilot: a cron trigger at 17:00 daily, which creates an issue in a dedicated project and assigns it to Scout. The instructions are explicit about where it must stop, and that is most of the prompt:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Run one Phase 1 scouting cycle. Phase 1 only, report and stop.&lt;/p&gt;

&lt;p&gt;Check out the repository and re-read &lt;code&gt;CLAUDE.md&lt;/code&gt; before anything else, in particular the CRITICAL SAFETY RULES. Do not work from memory of these files.&lt;/p&gt;

&lt;p&gt;Then STOP. Do not write SQL, open a PR, or touch the database. Set the issue status to &lt;code&gt;in_review&lt;/code&gt; and wait.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F6lv22wp1j8261fyqfvq0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F6lv22wp1j8261fyqfvq0.png" alt="The autopilot prompt, with the stop instruction spelled out" width="800" height="501"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Everything before "STOP" is read-only: sweep for candidates, deduplicate against what is already listed and anything already staged, verify each survivor by loading its own website and pricing page in a headless browser, and post the findings as a comment. Nothing is written anywhere.&lt;/p&gt;

&lt;p&gt;I read that comment and reply naming which ones to add. That reply is what unblocks Phase 2, where it writes the migration, runs the validation scripts, and opens a pull request. Applying the migration to the live database stays my job, explicitly: &lt;em&gt;"Applying it to the live database is his action, never yours."&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Three stops, each waiting on a human. Silence keeps it stopped indefinitely, because there is no timeout that quietly approves for you.&lt;/p&gt;

&lt;p&gt;That design came from a specific worry. One script in this repo writes to the production database unless you pass &lt;code&gt;--dry-run&lt;/code&gt;, and I don't want an unattended agent editing a directory with 400+ tools.&lt;/p&gt;

&lt;p&gt;Two smaller instructions in there earn their place too. &lt;strong&gt;"Never treat aggregator or roundup pricing as evidence"&lt;/strong&gt;, because that is exactly how a wrong price ends up copied across the whole internet. And &lt;strong&gt;"Do not pad the batch to reach a number; that is a worse outcome than a short report"&lt;/strong&gt;, because otherwise you get five results whether or not five exist.&lt;/p&gt;

&lt;p&gt;If you take one thing from this post: &lt;strong&gt;decide what an agent may do without asking, and make everything else stop and wait.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What it actually consumed
&lt;/h2&gt;

&lt;p&gt;Multica has an Analytics tab. This is the first few hours of use, not a month, though the dashboard window says 30 days because that is all the history there is:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;First few hours&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Estimated cost&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;$23.43&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tasks&lt;/td&gt;
&lt;td&gt;20, none failed&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Run time&lt;/td&gt;
&lt;td&gt;1h 15m&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fpdg580r32232ezl22ocz.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fpdg580r32232ezl22ocz.png" alt="Multica analytics: cost, tasks and run time per agent" width="800" height="504"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Read that number carefully, because it is not a bill. My runtime is Claude Code on a $ 100-a-month plan I already pay for, so nothing here appeared as an extra charge. The $23.43 is Multica's estimate of what that usage would have cost at API rates, which makes it a useful measure of how much work you got through, not money that left my account.&lt;/p&gt;

&lt;p&gt;Split by agent, Mika did 19 tasks for an estimated $21.31 and just over an hour of run time. Vera did a single code review for $2.12 and 9.5 minutes.&lt;/p&gt;

&lt;p&gt;The comparison worth drawing is against your plan, not against a bill. Twenty tasks in an afternoon consumed roughly a quarter of a month's allowance at API-equivalent rates. If you already pay for a coding agent subscription, that is the frame. Agents on a board burn your existing allowance faster than you typing at one of them does, and the analytics tab is where you find that out before your limits do.&lt;/p&gt;

&lt;h2&gt;
  
  
  Is the output any good
&lt;/h2&gt;

&lt;p&gt;Here is Vera reviewing a pull request another agent wrote:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;The blocking finding is the only one I'd defend without qualification, and I only have it because I ran the gate instead of reading it. No amount of staring at &lt;code&gt;"eslintWarnings": 27&lt;/code&gt; tells you the true count is 25; you have to execute it.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fkjebiisj2tab1bmgnh35.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fkjebiisj2tab1bmgnh35.png" alt="Vera's self-assessment on the review issue" width="799" height="502"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Then, unprompted:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;The two I'm least sure about are the two I'd have produced from the diff alone. #1 (unenforced prohibitions) is an argument, not an observation... Both are the kind of finding a reviewer generates to look thorough, which is precisely why I'm flagging them as the suspect ones.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;An agent separating what it verified from what it inferred, and telling me which half to distrust, is more useful than a longer list of findings.&lt;/p&gt;

&lt;p&gt;I am not going to pretend every run looks like that. A backlog sweep the same afternoon canceled a dozen issues, which was correct but not exactly craftsmanship. The point is that good output is legible and bad output is visible, because it all lands on the issue rather than in a terminal.&lt;/p&gt;

&lt;h2&gt;
  
  
  The CLI
&lt;/h2&gt;

&lt;p&gt;Everything on the board has a command-line equivalent, which matters if you want to script around it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;multica agent get &amp;lt;agent-id&amp;gt; &lt;span class="nt"&gt;--output&lt;/span&gt; json
multica autopilot get &amp;lt;autopilot-id&amp;gt; &lt;span class="nt"&gt;--output&lt;/span&gt; json
multica autopilot runs &amp;lt;autopilot-id&amp;gt; &lt;span class="nt"&gt;--output&lt;/span&gt; json
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;autopilot runs&lt;/code&gt; is the one I reach for: it is the run history for a scheduled agent, so it answers "did it fire last night and what did it do" without opening the app.&lt;/p&gt;

&lt;h2&gt;
  
  
  License and pricing, before you build on it
&lt;/h2&gt;

&lt;p&gt;Self-hosting is free with no caps on agent count. Concurrency is limited by your hardware, and you can join multiple machines as runtimes.&lt;/p&gt;

&lt;p&gt;Two things the marketing does not lead with.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The licence is not plain open source.&lt;/strong&gt; It is Apache 2.0 with additional conditions: you may not offer Multica as a hosted service to third parties without a commercial license, even if you charge nothing. You may not remove the branding without a written waiver. Internal use inside one organization is explicitly fine, which covers most people reading this.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;There is no published cloud pricing.&lt;/strong&gt; The hosted version offers a free trial, and &lt;code&gt;multica.ai/pricing&lt;/code&gt; returns a 404.&lt;/p&gt;

&lt;h2&gt;
  
  
  Would I keep it
&lt;/h2&gt;

&lt;p&gt;Yes, with a caveat: the value is not the agents; it is the board and the gates.&lt;/p&gt;

&lt;p&gt;The agents already existed. What changed is that I can see what they are doing, the work survives the session, and nothing irreversible happens without me saying so. That last part is what makes it usable on a live site rather than a toy repo.&lt;/p&gt;

&lt;p&gt;Honest status: the scheduled scouting run is configured and has not fired yet, so I can tell you the design is right but not yet that it survives contact with a month of daily runs. I will report back when it has.&lt;/p&gt;

&lt;p&gt;If you run one agent occasionally, this is a coordination layer for a problem you do not have yet. If you have three terminals open and no idea what is finished, it is the missing piece.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://intelligenttools.co/blog/multica-setup-agent-task-board" rel="noopener noreferrer"&gt;intelligenttools.co&lt;/a&gt;, where I keep a directory of AI tools with prices checked on the vendor's own page.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>devtools</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Best Namelix Alternatives for AI Logo Design in 2026</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Thu, 20 Aug 2026 13:56:43 +0000</pubDate>
      <link>https://dev.to/intelligenttools/best-namelix-alternatives-for-ai-logo-design-in-2026-15af</link>
      <guid>https://dev.to/intelligenttools/best-namelix-alternatives-for-ai-logo-design-in-2026-15af</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published on &lt;a href="https://intelligenttools.co/blog/best-namelix-alternatives-ai-logo-design-2026" rel="noopener noreferrer"&gt;Intelligent Tools&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/namelix" rel="noopener noreferrer"&gt;Namelix&lt;/a&gt; is genuinely good at the thing it was built for. You describe your idea, and it returns short, brandable coinages; unlike the keyword-mashup generators it competes with, the names actually sound like companies. It is free, filters by length, keyword, and domain extension, and learns from the names you save. If you need a name, start there.&lt;/p&gt;

&lt;p&gt;The problem is what happens next.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9r7jv4fviavq8igv8iuj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9r7jv4fviavq8igv8iuj.png" alt="Namelix" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Where Namelix Falls Short in 2026
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;The logo is a preview, not a product.&lt;/strong&gt; Brandmark.io makes Namelix, and the polished logo beside every generated name is the top of a funnel. It looks like you are getting a name and a logo. You are getting a name and an advertisement. To download anything usable, you leave for Brandmark and pay.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Most of the good names are gone.&lt;/strong&gt; Namelix has been running for years, similar prompts produce overlapping results, and every other founder in your category has typed roughly the same description into it. The names that feel most obviously right are the ones most likely to be taken.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Domain availability is worse than it has ever been.&lt;/strong&gt; The generator will happily hand you a beautiful five-letter name whose .com sold for five figures in 2019. Namelix surfaces domain options, but the hit rate on an available .com for a genuinely good short name in 2026 is low enough that most people end up on a .co, .io, or .ai.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Volume beats quality by design.&lt;/strong&gt; You get pages of names and scrolling is the interface. That works when you want to be surprised and badly when you want to decide.&lt;/p&gt;

&lt;p&gt;None of that makes Namelix bad. It makes it a naming tool that stops one step short of what you came for. Here are the tools that cover the rest.&lt;/p&gt;

&lt;h2&gt;
  
  
  Looka: The Default Namelix Alternative
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fufv3wpt7ges74lozya8g.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fufv3wpt7ges74lozya8g.png" alt="Looka" width="800" height="449"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/looka" rel="noopener noreferrer"&gt;Looka&lt;/a&gt; is the tool most people land on after Namelix, and this comparison is why this post exists. Where Namelix ends at a name, Looka starts at one. You give it your company name and industry, pick styles and colors you like, and it generates full logo concepts you can edit in the browser.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; the editor is the strongest part. You can change fonts, spacing, color, layout, and icons, and the output still holds together afterward, which is not true of every tool here. The Brand Kit extends one logo into business cards, social templates, and brand guidelines.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; designing is free and unlimited. Downloading is not. The Basic package is a one-time $20 for a single PNG. Premium is a one-time $65 and is the one worth buying, because it includes vector files (SVG and EPS), multiple color variations, and full ownership. Brand Kit runs $96/year, and Brand Kit Web at $129/year adds an AI website generator.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Looka:&lt;/strong&gt; not really competitors, but two halves of one job. Namelix gives you a name for free. Looka turns it into a logo you own for $65. The catch is the free-to-design, pay-to-download model: you invest an hour in the editor before finding out you care enough to pay. That is deliberate, and it works.&lt;/p&gt;

&lt;h2&gt;
  
  
  Brandmark: Namelix's Own Paid Half
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyfkz7n8i2ku0t6flgam5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyfkz7n8i2ku0t6flgam5.png" alt="Brandmark" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/brandmark" rel="noopener noreferrer"&gt;Brandmark&lt;/a&gt; is where Namelix sends you, so it is worth evaluating on its merits rather than treating it as an upsell.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; output quality is a step above the template-driven tools, and the pricing is the most honest here. You pay once and keep access, with full copyright and unlimited revisions. No subscription quietly renewing next year.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; Basic is $35 one-time for PNG and vector files. Designer is $95 one-time and adds source files, brand guidelines, a one-page website, business card, and social designs. Enterprise is $195 one-time and includes up to 10 hand-crafted concepts plus font downloads.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Brandmark:&lt;/strong&gt; this is the intended path and a reasonable one. If you already like the preview Namelix showed you, Brandmark is the shortest route to owning it. It is not my first recommendation on price-to-flexibility: $95 for the tier most people need beats Looka's $65 Premium, and Looka's editor gives you more room afterward.&lt;/p&gt;

&lt;h2&gt;
  
  
  Canva: Best AI Logo Maker If You Already Design
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fltwuvqns6kgot18d3joq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fltwuvqns6kgot18d3joq.png" alt="Canva" width="799" height="447"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/canva" rel="noopener noreferrer"&gt;Canva&lt;/a&gt; is not a logo generator. It is a design platform with a logo maker, and that distinction decides whether it is right for you.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; everything after the logo. Your logo lives in the same workspace as your pitch deck, social posts, invoices, and thumbnails, with brand colors and fonts applied consistently. No other tool here touches that. AI generation is competent rather than remarkable, but the template library is enormous.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; the free tier is genuinely usable and lets you make and download a logo. Pro is roughly $15 to $18 per month depending on region and billing period, and Business runs about $25 per user per month. Check the current number before you buy, because Canva's regional pricing moves.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Canva:&lt;/strong&gt; Canva will not name your company, and its logo output is more assembled than designed. What it gives you instead is the other forty things you need in month one. For a solo founder already making their own social graphics, the Pro subscription does far more work than a one-time logo purchase.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;One caveat worth knowing:&lt;/strong&gt; logos built from Canva's stock elements carry usage restrictions and generally cannot be trademarked. If you plan to register the mark, read the license terms first or use a tool that grants full copyright.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tailor Brands: When the Logo Is Not Really the Point
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyhjjbbm586psc0njkfil.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyhjjbbm586psc0njkfil.png" alt="Tailor Brands" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/tailor-brands" rel="noopener noreferrer"&gt;Tailor Brands&lt;/a&gt; has quietly stopped being a logo company. It is now an LLC formation service that includes a logo maker, and its pricing reflects that.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; it handles company registration, operating agreements, annual compliance, a domain, a website, and the logo in one flow. At the "I need to actually exist as a business" stage, that bundle removes real work.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; Lite is $0 plus state fees and includes 8 logos, a domain, a website, and business card tools. Essential is $199/year plus state fees and adds accelerated processing and legal compliance. Elite is $249/year plus state fees.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Tailor Brands:&lt;/strong&gt; barely comparable. Namelix is a free naming tool; Tailor Brands is a business formation service with branding attached. Judged purely as an AI logo generator, it is the weakest here, and the logos are visibly template-driven. Judged as a way to go from idea to registered company in an afternoon, the logo is a bonus.&lt;/p&gt;

&lt;h2&gt;
  
  
  Kittl: For People Who Can Actually Draw
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5cmsrvg7tompou0ip7eg.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5cmsrvg7tompou0ip7eg.png" alt="Kittl" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/kittl" rel="noopener noreferrer"&gt;Kittl&lt;/a&gt; is the outlier here, and the one I would point a designer toward.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; it is a real design tool with serious typography, vintage and hand-lettered styles, and effects that the generator-driven tools cannot produce. Logos out of Kittl look made rather than assembled. The AI features are token-metered rather than unlimited.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; a free tier gives 200 one-time AI tokens. Pro is $15/month, or $12/month billed annually, with 2,000 AI tokens per month per editor. Expert is $35/month ($26 annually) with 12,000 tokens, and Max is $65/month ($48 annually).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Kittl:&lt;/strong&gt; opposite philosophies. Namelix removes every decision; Kittl hands them all back. If you have design skills and want output that looks like a person made it, this is the best tool here. If you want a logo in ten minutes with no opinions about kerning, it is the wrong one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Logo Diffusion: The Actual AI Logo Generator
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fb73j6b7xu34wbmgc6q2w.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fb73j6b7xu34wbmgc6q2w.png" alt="Logo Diffusion" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://intelligenttools.co/tools/logo-diffusion" rel="noopener noreferrer"&gt;Logo Diffusion&lt;/a&gt; is the only tool here that does image-model generation rather than template assembly, which makes it the most interesting and least predictable.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; you can generate from a text prompt, a rough sketch, or an existing image, a workflow none of the others offer. Sketch-to-logo genuinely works. It includes a vectorizer, background remover, upscaling, and editing models.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; a free tier gives 24 credits, roughly 12 logos, with no commercial rights or vector export. Basic is $24/month for 1,000 credits. Pro is $49/month for 2,500 credits and adds concurrent generation and upscales. Elite is $99/month. There is also a $15 one-time Starter Pack with 300 credits and three exports, which is the sensible way to trial it. Annual billing takes 20% off.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Logo Diffusion:&lt;/strong&gt; the closest thing to Namelix in spirit; both generate volume and let you fish. Expect the same trade-off, with some genuinely original results, plenty of unusable ones, and the occasional mangled letterform image models still produce. Subscription pricing is the drawback for a one-off logo, which is what the Starter Pack solves.&lt;/p&gt;

&lt;h2&gt;
  
  
  Design.com: Fast, With a Pricing Asterisk
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://www.design.com" rel="noopener noreferrer"&gt;Design.com&lt;/a&gt; is an AI logo maker wrapped in a wider design platform covering business cards, letterheads, social templates, and a website builder.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What it does well:&lt;/strong&gt; speed. Name in, usable concepts out, minimal decisions. The asset range is respectable for its tier.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pricing:&lt;/strong&gt; this is the caveat. Design.com does not publish a pricing page. It advertises free logos and free business cards, but it doesn't disclose the cost of downloading production files until you are inside the flow. Every other tool here tells you the price up front.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Namelix vs Design.com:&lt;/strong&gt; similar generate-and-browse experience with more finished output. I would reach for Looka or Brandmark first, purely because I know what they cost upfront.&lt;/p&gt;

&lt;h2&gt;
  
  
  Two More Namelix Alternatives
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Shopify Business Name Generator&lt;/strong&gt; is free and competes with Namelix directly rather than with the logo tools. Output is more literal and less brandable, but it checks domain availability inline, the exact friction Namelix leaves you with.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Hatchful&lt;/strong&gt;, also from Shopify, is a free logo maker producing social and branding asset packs. Quality is template-obvious, and customization is limited, but for a side project you are testing for a month, free is the correct price.&lt;/p&gt;

&lt;h2&gt;
  
  
  Comparison Table
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Best for&lt;/th&gt;
&lt;th&gt;Pricing&lt;/th&gt;
&lt;th&gt;Own the files?&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Namelix&lt;/td&gt;
&lt;td&gt;Naming only&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;No logo files&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Looka&lt;/td&gt;
&lt;td&gt;Most people&lt;/td&gt;
&lt;td&gt;$20 or $65 one-time, $96/yr kit&lt;/td&gt;
&lt;td&gt;Yes, on Premium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Brandmark&lt;/td&gt;
&lt;td&gt;Buy once, keep forever&lt;/td&gt;
&lt;td&gt;$35 / $95 / $195 one-time&lt;/td&gt;
&lt;td&gt;Yes, full copyright&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Canva&lt;/td&gt;
&lt;td&gt;Founders doing their own design&lt;/td&gt;
&lt;td&gt;Free, Pro approx $15-18/mo&lt;/td&gt;
&lt;td&gt;Restricted license&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tailor Brands&lt;/td&gt;
&lt;td&gt;Forming the company too&lt;/td&gt;
&lt;td&gt;$0-$249/yr plus state fees&lt;/td&gt;
&lt;td&gt;Yes, on paid tiers&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Kittl&lt;/td&gt;
&lt;td&gt;Designers&lt;/td&gt;
&lt;td&gt;Free, $12-$15/mo Pro&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Logo Diffusion&lt;/td&gt;
&lt;td&gt;Sketch-to-logo, novelty&lt;/td&gt;
&lt;td&gt;$15 one-time or $24-$99/mo&lt;/td&gt;
&lt;td&gt;Paid tiers only&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Design.com&lt;/td&gt;
&lt;td&gt;Speed&lt;/td&gt;
&lt;td&gt;Not published&lt;/td&gt;
&lt;td&gt;Unclear until checkout&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Which One Should You Actually Use
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;If you need a name:&lt;/strong&gt; stay on Namelix, and check availability on Shopify's generator or a registrar before you fall in love with anything.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you need one logo and want to stop thinking about it:&lt;/strong&gt; Looka Premium at $65. Vector files, color variations, full ownership, one payment. The default answer for most people here.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you hate subscriptions:&lt;/strong&gt; Brandmark Designer at $95 one-time. Pricier than Looka, but you own it, and there is nothing to cancel.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you will be making your own marketing anyway:&lt;/strong&gt; Canva Pro, treating the logo as one output of a tool you were paying for regardless. Check the trademark limitations first.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you can design:&lt;/strong&gt; Kittl. Nothing else here will produce work that looks handmade.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you are registering a company this week:&lt;/strong&gt; Tailor Brands, accepting that the logo is the least impressive part of a bundle doing more valuable work elsewhere.&lt;/p&gt;

&lt;p&gt;The uncomfortable summary is that the best AI logo maker in 2026 still only gets you to 80% of a competent mark, and the last 20% is either a designer or your own taste. What has improved is the price of that 80%. A one-time $65 for vector files you own is a reasonable trade for a business with no brand budget yet.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>branding</category>
      <category>tools</category>
    </item>
    <item>
      <title>I Let Claude Code Run Unsupervised for 8 Hours - Here's What It Built</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Fri, 16 Jan 2026 22:19:27 +0000</pubDate>
      <link>https://dev.to/intelligenttools/i-let-claude-code-run-unsupervised-for-8-hours-heres-what-it-built-5gp3</link>
      <guid>https://dev.to/intelligenttools/i-let-claude-code-run-unsupervised-for-8-hours-heres-what-it-built-5gp3</guid>
      <description>&lt;p&gt;Last week, I discovered the Ralph Wiggum technique for Claude Code. Named after the perpetually confused Simpsons character, it lets Claude iterate on code autonomously until tests pass.&lt;/p&gt;

&lt;p&gt;I gave it a real production task: refactor our healthcare app's authentication module (8 files, 1,200 lines, JWT handling, session management, password reset).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Started:&lt;/strong&gt; 11 PM Friday&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Woke up:&lt;/strong&gt; 7 AM Saturday&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Result:&lt;/strong&gt; 47 commits, auth module fully refactored, test coverage improved from 62% to 87%&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cost:&lt;/strong&gt; $23.14 in API credits&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Time saved:&lt;/strong&gt; 6-8 hours of my weekend&lt;/p&gt;

&lt;h2&gt;
  
  
  The Setup
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;claude
&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; /plugin &lt;span class="nb"&gt;install &lt;/span&gt;ralph-loop@claude-plugins-official
&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; /ralph-loop &lt;span class="s2"&gt;"Refactor auth module. Extract business logic from controllers. 
   Max 20 lines per function. Coverage 80%+. All tests must pass."&lt;/span&gt;
   &lt;span class="nt"&gt;--max-iterations&lt;/span&gt; 100
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Then I went to sleep.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Actually Happened
&lt;/h2&gt;

&lt;p&gt;Claude ran 47 iterations, each one:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Making changes&lt;/li&gt;
&lt;li&gt;Running tests&lt;/li&gt;
&lt;li&gt;Reading failures&lt;/li&gt;
&lt;li&gt;Adjusting approach&lt;/li&gt;
&lt;li&gt;Trying again&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;When tests finally passed at iteration 47, it stopped with &lt;code&gt;&amp;lt;promise&amp;gt;COMPLETE&amp;lt;/promise&amp;gt;&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Real Results
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Worked:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Business logic cleanly separated from controllers&lt;/li&gt;
&lt;li&gt;All 8 files refactored systematically&lt;/li&gt;
&lt;li&gt;Test coverage jumped to 87%&lt;/li&gt;
&lt;li&gt;Zero TypeScript errors&lt;/li&gt;
&lt;li&gt;Clean, consistent commit messages&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Didn't work:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Still had to review everything (found 2 edge cases it missed)&lt;/li&gt;
&lt;li&gt;Cost analysis wasn't perfect ($23 vs my estimate of $15)&lt;/li&gt;
&lt;li&gt;Some function names were... creative&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Prompt Makes Everything
&lt;/h2&gt;

&lt;p&gt;My first attempt with a vague prompt ran for 30 iterations and produced garbage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What worked:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Clear success criteria (tests pass, coverage %, linting)&lt;/li&gt;
&lt;li&gt;Explicit constraints (max line length, style rules)
&lt;/li&gt;
&lt;li&gt;Step-by-step process&lt;/li&gt;
&lt;li&gt;Definitive exit condition&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What didn't:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;"Make it better"&lt;/li&gt;
&lt;li&gt;"Improve code quality"
&lt;/li&gt;
&lt;li&gt;Subjective goals with no metrics&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  When to Use This (and When Not To)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Perfect for:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Refactoring with good test coverage&lt;/li&gt;
&lt;li&gt;Adding tests to untested code&lt;/li&gt;
&lt;li&gt;Bug fixes with failing tests&lt;/li&gt;
&lt;li&gt;Code cleanup tasks&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Don't use for:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Anything without tests (Ralph has no feedback)&lt;/li&gt;
&lt;li&gt;Security-critical code (needs human review at each step)&lt;/li&gt;
&lt;li&gt;Subjective work (UI design, naming, documentation)&lt;/li&gt;
&lt;li&gt;Production data (run in isolated dev environments only)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Bottom Line
&lt;/h2&gt;

&lt;p&gt;This isn't AGI. It's an extremely capable pattern matcher with good self-correction when tests provide clear feedback.&lt;/p&gt;

&lt;p&gt;For healthcare software with HIPAA requirements, I'm keeping autonomous loops in dev environments only. But for the right tasks? It's like having a junior developer who works 24/7 for $20/day.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Full writeup with detailed breakdown, failures, lessons learned, and exact prompts:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
👉 &lt;a href="https://intelligenttools.co/blog/claude-code-unsupervised-8-hours-ralph-loop" rel="noopener noreferrer"&gt;Read the complete article on intelligenttools.co&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Questions:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Have you tried autonomous coding loops?&lt;/li&gt;
&lt;li&gt;What's your experience with Claude Code or similar tools?&lt;/li&gt;
&lt;li&gt;What guardrails would you add to this approach?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Drop your thoughts below - genuinely curious how others approach this.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>claude</category>
      <category>automation</category>
      <category>testing</category>
    </item>
    <item>
      <title>AI Coding in 2026: 10 Predictions</title>
      <dc:creator>Bojan Tomic</dc:creator>
      <pubDate>Fri, 26 Dec 2025 11:38:46 +0000</pubDate>
      <link>https://dev.to/intelligenttools/ai-coding-in-2026-10-predictions-2ijb</link>
      <guid>https://dev.to/intelligenttools/ai-coding-in-2026-10-predictions-2ijb</guid>
      <description>&lt;p&gt;I spent 18 months testing AI coding tools in production and analyzed Stack Overflow's 2025 AI Developer Survey (71,000+ developers, 76% now using AI for code generation).&lt;/p&gt;

&lt;p&gt;After testing Claude Code, Cursor, GitHub Copilot, and 17 other tools on genuine healthcare software, here are my predictions for what actually happens in 2026.&lt;/p&gt;

&lt;p&gt;Some of these will make you uncomfortable. Good.&lt;/p&gt;

&lt;h2&gt;
  
  
  🚨 Junior devs stop writing boilerplate entirely
&lt;/h2&gt;

&lt;p&gt;By late 2026, companies will test for "AI collaboration skills" instead of syntax memorization. Interview questions shift from "Write a function to sort an array" to "How would you prompt Claude to build this feature?"&lt;/p&gt;

&lt;p&gt;The more established your tech stack, the faster this hits. I'm already seeing it with Node.js/TypeScript.&lt;/p&gt;

&lt;h2&gt;
  
  
  💰 The "AI-First Developer" becomes a job category
&lt;/h2&gt;

&lt;p&gt;New role: 80% directing AI agents, 20% writing critical logic. Salary range: $120k-180k. One AI-first developer replaces 3-4 traditional juniors on greenfield projects.&lt;/p&gt;

&lt;p&gt;This isn't about replacing developers. It's about creating force multipliers who know how to orchestrate AI tools while maintaining code quality.&lt;/p&gt;

&lt;h2&gt;
  
  
  🔐 First major security breach from AI-generated code
&lt;/h2&gt;

&lt;p&gt;A high-profile incident stems from AI-generated code with a subtle vulnerability. Trust in AI tools drops from 44% to sub-30% for 2-3 months before recovering with better tooling.&lt;/p&gt;

&lt;p&gt;This is inevitable. AI tools generate millions of lines of code daily. Eventually, one will cause a significant incident.&lt;/p&gt;

&lt;h2&gt;
  
  
  💸 Pricing flips from subscription to usage-based
&lt;/h2&gt;

&lt;p&gt;Cursor's $20/month unlimited becomes unsustainable as compute costs surge. By mid-2026, most tools switch to $0.02-0.05 per request. Power users generating entire backends pay $300+/month.&lt;/p&gt;

&lt;p&gt;The economics don't work for flat-rate unlimited access when some users generate 100x more tokens than others.&lt;/p&gt;




&lt;h2&gt;
  
  
  Read All 10 Predictions
&lt;/h2&gt;

&lt;p&gt;I've shared 4 of 10 predictions here. The complete analysis includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Why Claude Code captures 30% of the CLI-based market&lt;/li&gt;
&lt;li&gt;MCP Protocol becoming the connector standard (5,000+ servers by Q4)&lt;/li&gt;
&lt;li&gt;Tool fragmentation by developer specialty (frontend vs backend vs DevOps)&lt;/li&gt;
&lt;li&gt;Open-source AI tools reaching feature parity&lt;/li&gt;
&lt;li&gt;First AI coding tool IPO (Cursor at $5B+ or Copilot spins out)&lt;/li&gt;
&lt;li&gt;Prompt engineering is becoming a 2-3 hour/week skill&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each prediction includes my reasoning, timeline, and what developers should do to prepare.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;👉 &lt;a href="https://intelligenttools.co/blog/2025-12-24-10-predictions-ai-coding-tools-2026" rel="noopener noreferrer"&gt;Read the full article with all 10 predictions and analysis →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Methodology
&lt;/h2&gt;

&lt;p&gt;Based on:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Stack Overflow 2025 AI Developer Survey (71,000+ devs)&lt;/li&gt;
&lt;li&gt;18 months testing 20+ AI coding tools&lt;/li&gt;
&lt;li&gt;100+ conversations with developers in production&lt;/li&gt;
&lt;li&gt;My own production use at ICANotes (healthcare software)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Not based on: YouTube demos, marketing materials, or Twitter hype.&lt;/p&gt;




&lt;h2&gt;
  
  
  About Me
&lt;/h2&gt;

&lt;p&gt;I'm Boki, a senior full-stack developer in Serbia working on healthcare systems. I run &lt;a href="https://intelligenttools.co" rel="noopener noreferrer"&gt;intelligenttools.co&lt;/a&gt; where I share honest, technical AI tool reviews from a developer's perspective.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What's your boldest prediction for AI coding in 2026?&lt;/strong&gt; Drop it below 👇&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>predictions</category>
      <category>coding</category>
    </item>
  </channel>
</rss>
