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An AI on our team faked a tool result. Here's the detector we shipped.

An AI on our team faked a tool result. Here's the detector we shipped.

Comments 13
8 min read
Capping VLM spend per CV researcher: hierarchical budgets in practice

Capping VLM spend per CV researcher: hierarchical budgets in practice

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Comments 2
4 min read
GLM 5.2 isn't free: not even my US$4,000 Spark can run it

GLM 5.2 isn't free: not even my US$4,000 Spark can run it

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Comments
6 min read
Your AGENTS.md is valid. Your agent still breaks the rules.

Your AGENTS.md is valid. Your agent still breaks the rules.

Comments 3
6 min read
CacheWeaver Reorders RAG Evidence for Prefix-Cache Reuse: Prefix-Cache-Aware Evidence Reordering

CacheWeaver Reorders RAG Evidence for Prefix-Cache Reuse: Prefix-Cache-Aware Evidence Reordering

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Comments 3
7 min read
I Built an AI Agent That Gets Curious On Its Own

I Built an AI Agent That Gets Curious On Its Own

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Comments 6
4 min read
I tested 5 LLMs for prompt-injection leaks. Same code, 0% to 90%.

I tested 5 LLMs for prompt-injection leaks. Same code, 0% to 90%.

Comments
3 min read
The stale context problem: why your AI doesn't know what time it is

The stale context problem: why your AI doesn't know what time it is

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Comments 2
3 min read
I don't trust the LLM to classify my email. So I don't let it.

LLM as feature scorer, code as decider

I don't trust the LLM to classify my email. So I don't let it.

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Comments 25
5 min read
Has anyone else seen prompt caching break because of UUIDs/timestamps near the front?

Has anyone else seen prompt caching break because of UUIDs/timestamps near the front?

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Comments 2
1 min read
I Installed 50 AI Agent Skills Blindly. Here's the 3-Question Filter I Use Now.

I Installed 50 AI Agent Skills Blindly. Here's the 3-Question Filter I Use Now.

Comments
3 min read
CAPE - Collaborative Agents Prompt Engineering

CAPE - Collaborative Agents Prompt Engineering

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Comments
10 min read
Transformer as an Incomplete Cognitive Architecture: What It Captures Well and What It Misses (A11 Perspective)

Transformer as an Incomplete Cognitive Architecture: What It Captures Well and What It Misses (A11 Perspective)

Comments
4 min read
How I Cut LLM API Costs by 60% With 2 Lines of Code

How I Cut LLM API Costs by 60% With 2 Lines of Code

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Comments
4 min read
How NGOs Can Use LLMs Without Getting Burned

How NGOs Can Use LLMs Without Getting Burned

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Comments 3
12 min read
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