DEV Community

#llm

Posts

đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.
Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio

Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio

Comments
2 min read
Temperature 0 is not reproducible. I measured 30 percent of my output changing between identical runs.

Temperature 0 is not reproducible. I measured 30 percent of my output changing between identical runs.

1
Comments 1
3 min read
The Circuit Breaker Pattern for AI Agents

The Circuit Breaker Pattern for AI Agents

7
Comments 2
9 min read
My AI Gateway Added 400ms to Every Request. Here's Where It Went

Isolates hidden gateway latency sources

My AI Gateway Added 400ms to Every Request. Here's Where It Went

38
Picked as gem Comments 29
7 min read
Interpretability Built an Instrument to Prove a Signal Is Actually Used. Agent Memory Has Nothing Like It.

Interpretability Built an Instrument to Prove a Signal Is Actually Used. Agent Memory Has Nothing Like It.

2
Comments
5 min read
Switching from GPT-5.6 Sol to GPT-6 Astra: Start with Medium Effort

Switching from GPT-5.6 Sol to GPT-6 Astra: Start with Medium Effort

5
Comments
6 min read
Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19

Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19

1
Comments
5 min read
Our small model beat Claude Opus on one 440K-token question. Then it came last on the public benchmark.

Our small model beat Claude Opus on one 440K-token question. Then it came last on the public benchmark.

2
Comments
5 min read
How I reduced LLM context cost by 35% without changing code (Token Firewall)

How I reduced LLM context cost by 35% without changing code (Token Firewall)

1
Comments 1
2 min read
Why my RAG platform says "I don't know" — building RAG.NextUpgrad

Why my RAG platform says "I don't know" — building RAG.NextUpgrad

Comments
3 min read
A small model on a 6GB laptop matched direct reading on aggregation, except when the answer is a number

A small model on a 6GB laptop matched direct reading on aggregation, except when the answer is a number

1
Comments
4 min read
Your agent truncates the corpus and answers anyway. Two harnesses, and a router that picks between them.

Your agent truncates the corpus and answers anyway. Two harnesses, and a router that picks between them.

1
Comments
5 min read
I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.

I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.

12
Comments 3
6 min read
Tokenization in AI: What Is It, Why Is It Used, and How Does It Work?

Tokenization in AI: What Is It, Why Is It Used, and How Does It Work?

Comments
6 min read
How to route LLM requests by task difficulty (a practical guide to cutting API spend without losing quality)

How to route LLM requests by task difficulty (a practical guide to cutting API spend without losing quality)

1
Comments
5 min read
đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.