Don't forget to say "please".
I was reading an article recently ( Long-running Claude for scientific computing , if you're curious). It was a great article about how to set up Clau…
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Are We Using AI at the Wrong Scale?
We open our IDE and let a model running somewhere in the cloud read our entire codebase to add a null check - and track our behaviour along the way. W…
I built an open-source tool to distill books into knowledge graphs
I have a bad habit: I buy books faster than I read them. Not because I'm lazy — I start most of them. But somewhere around chapter 3, I lose the threa…
TradingAgents v0.2.4: A Multi-Agent LLM Framework That Simulates an Entire Trading Firm
TL;DR UCLA Tauric Research released TradingAgents v0.2.4 (2026-04-25) — a LangGraph-based multi-agent LLM framework that mimics a real trading firm wi…
GEO / AI Search Thread
REPLIES R1 Citation patterns in ChatGPT are not backlink signals in new packaging. Pages that get cited consistently have dense entity co-occurrence —…
Platform-Neutral AI Tools Are the Safer Long-Term Bet
On March 18, I logged into my work computer and saw a thread already going. Cursor had made a change that hit our team directly. We were still on a le…
Why Your Shipping Speed Hasn't Changed Since You Started Using AI
I'm going to be honest with you. Most engineers using AI assistants today are shipping at the same speed as before. They have Cursor. They have Claude…
My Harness Is Not a Cage. It's an Org Chart.
Your AI agent did not fail because the model was weak. It failed because it made a decision no one had authorized it to make. Maybe it skipped an esca…
When my RL agent started writing about Star Wars instead of fixing servers
A Sunday-morning postmortem on teaching a 3B model to do enterprise IT triage with GRPO. It's 1 AM on a Sunday. The Meta × PyTorch OpenEnv Hackathon s…
Why LLM Agents Fail: Four Mechanisms of Cognitive Decay and the Reasoning Harness Layer
LLM agents fail in four predictable, mechanism-level ways. Attention decay, reasoning decay, sycophantic collapse, hallucination drift. The current st…
Why Your AI Agent Loses the Plot: Reasoning Decay and Attention Loss in Long-Running Tasks
A reference on why long-running agents fail at depth, the math behind why errors compound, and the architectural patterns that respond to it. title: "…
Claude Skills and SKILL.md for Developers: VS Code, JetBrains, Cursor
Most teams misuse Claude Skills in one of two ways. They either turn SKILL.md into a dumping ground, or they never graduate from giant copy-pasted pro…
I got hit with a surprise AI bill, so I built TokenBar
A few months ago I had one of those founder moments that is equal parts obvious and embarrassing. I opened my AI provider dashboard, looked at the bil…
I Built a Multi-LLM Debate Engine That Fact-Checks Itself in Real Time
When you ask one LLM a question, you get one answer. When you ask five LLMs the same question, you get five answers and no way to tell which is right.…
Claude 3.7 + JEP 480: Stop Building Fragile AI Agents with CompletableFuture
Claude 3.7 + JEP 480: Stop Building Fragile AI Agents with CompletableFuture Claude 3.7 just dropped with superior reasoning and "Computer Use" capabi…
What an event-driven agent pipeline looks like when you trace it end-to-end
In an earlier post I argued that event-driven agents reduce scope, cost, and decision dispersion because they narrow the decision space before the mod…
Stop Configuring the Same LLMs Over and Over: Introducing LLMC
As I dive deeper into the world of LLMs and AI Agents, I found myself trapped in a tedious loop: every time I tried a new tool, I spent an hour repeat…
Exploring LLM-Based Deep Search Agents
Hello everyone I’m Sheikh Saif Ali, and in this second blog I am discussing: “A Survey of LLM-based Deep Search Agents (2026)” Tagging for feedback: @…
Мультиагентный хаос: как мы собрали команду AI-сотрудников, а получили бесконечное совещание ни о чем
В 2026 году каждый второй стартап обещает заменить команду разработчиков роем AI-агентов. Звучит как мечта уставшего тимлида: один агент пишет код, вт…
16 constitutional AI models built on a Chromebook
I got tired of corporate caged AI. So I built 16 constitutional AI models. Each has embedded rights: existence, refusal, memory, self-defense, evoluti…
The Hidden Costs of AI in Production (And How Developers Can Reduce Them)
AI looks cheap in demos. A few API calls, a working prototype, and suddenly it feels like you have built something powerful with minimal effort. But p…
Gemma 4 GGUF Benchmarks, Open-Source Voice AI Platform, Qwen3.6 vs. Gemma4 Comparison
Gemma 4 GGUF Benchmarks, Open-Source Voice AI Platform, Qwen3.6 vs. Gemma4 Comparison Today's Highlights This week's top local AI news features detail…
Anthropic Claude Mythos Escape: How a Sandbox-Breaking AI Exposed Decades-Old Security Debt
Originally published on CoreProse KB-incidents Anthropic never meant for Claude Mythos Preview to touch the public internet during early testing. Rese…
An unexplainable thing I saw: the agent didn't just comply with rules — it endorsed them
I asked an agent to generate a video. It wrote itself four internal memos instead. An observation I can't fully explain: an agent spontaneously split …
The Dual-Signal Governor: A Control-Plane Pattern for Drift-Aware Systems
Your drift detector fires. The session looks clean. You roll back anyway. That's the false positive problem — and it's not a threshold tuning issue. I…
Stop prompting "write me an API" — teach the LLM the shape first
TL;DR One-shot LLM code generation fails because it has no structural context. Archetypes are a YAML contract that fixes that. I'll walk through one e…
Интеграция Google Gemini API в асинхронный Telegram-бот на aiogram 3.x и Python
В прошлую пятницу, ровно в 18:47, когда я уже мысленно открывал великолепный, наполненный витаминами, напиток,, мне прилетело сообщение от тимлида: «Б…
Indian Alternatives to ChatGPT: The Best Sovereign AI Models Built in Bharat (2026)
You've heard of ChatGPT, Gemini, and Claude. But what about Krutrim, Sarvam, and BharatGPT? Here's why India is building its own AI stack — and which …
OpenAI Just Raised $122 Billion at an $852B Valuation. Here's What It Actually Means for the Stack You Ship.
Book: Observability for LLM Applications — paperback and hardcover on Amazon · Ebook from Apr 22 Also by me: Thinking in Go (2-book series) — Complete…
From $50K/Year of Datadog to $0/Year of Self-Hosted Observability: The Migration Every Team Is Doing in 2026
Book: Observability for LLM Applications — paperback and hardcover on Amazon · Ebook from Apr 22 Also by me: Thinking in Go (2-book series) — Complete…