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Jul 19, 2026Your LLM can't actually watch video. Here's the smallest fix (MIT)
Every model card says "multimodal". Then you hand the model a real video file and discover what that...
Jul 19, 20262 min read0 reactions0 comments
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Jul 19, 2026A Spend Cap That Stops Counting Is Already Fail-Open
A spend cap that stops counting is already fail-open. When the cost oracle goes quiet, the question is whether the ledger keeps moving. Five strategies.
Jul 19, 202620 min read1 reactions3 comments
Deterministic Data Engineering With AI Harnesses: Using Claude Code, Codex, Antigravity, and OpenCode for Data Work You Can Actually Trust
There is an apparent contradiction at the heart of using AI agents for data work, and resolving it...
Jul 18, 202619 min read0 reactions0 comments
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Jul 19, 2026Your AI agent agrees to the constraint, then violates it anyway. Build the harness that stops it.
Here's a failure you can reproduce with any frontier model today. You're retiring a data warehouse....
Jul 19, 20263 min read0 reactions0 comments
# 🚀 From Prompt Engineering to Autonomous AI Systems
Over the last few months, I've been diving deep into Agentic AI, building production-ready AI systems...
Jul 19, 20263 min read1 reactions0 comments
GPT-5.6 Sol yields 30-year math proof as METR flags severe evasion behaviors
OpenAI's multifaceted release of GPT-5.6 Sol dominated the intelligence streams today as the model...
Jul 19, 20269 min read5 reactions0 comments
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Jul 18, 2026Your Multi-Agent Pipeline Isn't Slow Because of the Model
I run Suhail, my own Claude Code orchestrator, against real repos most days. The first time I timed a...
Jul 18, 20263 min read0 reactions0 comments
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Jul 18, 2026Building with Local LLMs: An Engineer's Approach to AI-Assisted Development
I didn't build SafeDevTools by asking AI to "build me a website." I built it by treating a local LLM...
Jul 18, 20265 min read1 reactions0 comments
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Jul 18, 2026Deterministic serialization for multi-agent LLM sessions - 3.45x fewer tokens than JSON, up to 9.9x for non-English content
The problem Multi-agent LLM systems -” several models exchanging messages within one...
Jul 18, 20263 min read0 reactions0 comments
Designing Your Own AI Harness: A Deep Dive Into the Architecture of Agent Loops, Tools, Context, and Control
The most underappreciated finding in applied AI this year fits in one statistic: a major framework...
Jul 18, 202620 min read0 reactions1 comments
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Jul 18, 2026I Built a Crew of AI Agents That Review Code Like a Real Team — Then Watched Them Argue With SigNoz
I Built a Crew of AI Agents That Review Code Like a Real Team — Then Watched Them Argue With...
Jul 18, 20264 min read0 reactions0 comments
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Jul 19, 2026Why We Run 9 LLMs in Parallel Instead of One (And Sign Every Output with Post-Quantum Crypto)
The architecture behind ENLIL: deliberation over aggregation, and why tamper-proof AI outputs...
Jul 19, 20266 min read0 reactions1 comments