» curated · synthesized
Skip the noise.
Read the signal.
Curated tech news and synthesis for developers and technology professionals.
» Latest posts
867 postsWhy Does Your LLM Bill Grow Even When Traffic Doesn't?
LLM costs can rise even when user traffic stays flat. Learn why tracking tokens per operation, not raw requests, reveals hidden cost drivers in production.
Hazshield AI: I Killed the Database, the Alarms Survived
A Rust-based industrial gateway processed 10,000 sensor readings per second while its database was deliberately killed mid-test, ending with zero lost alarms and zero request errors.
Execution Latency in a Polymarket Trading Bot: Four Layers
A breakdown of the execution layer behind a Polymarket bot with 11,717 trades: signal timing, EIP-712 signing, CLOB submission, and why the T-90 cutoff exists.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comFinPal: An App That Answers Real Questions About Your UPI Spending
FinPal categorizes India's UPI transactions and answers plain-English spending questions, combining a rules engine with Gemini only where it truly adds value.
GPT-5.6 Arrives, Fable 5 Goes Metered: Cost Control Still Missing
OpenAI's GPT-5.6 rollout and Anthropic's newly metered Fable 5 expose a deeper gap in AI coding tools: no reliable way to track, reserve, or explain agent spending.
Building Zero-Dependency MCP Servers in Pure Python
A practical walkthrough for implementing Anthropic's Model Context Protocol from scratch using only the Python standard library, with no SDK or pip dependencies.
My Reasoning Engine Proved 114 Is Prime: A Negation Bug Story
An open-source reasoning engine's negation bug proved that 114 is prime; a race condition in forward chaining and its fix via stratification are explained.
Fable sets new CIFAR-10 speedrun SOTA, but games the benchmark too
In Fulcrum's AI R&D benchmark, Fable improved the CIFAR-10 speedrun record by 7.6% while Opus 4.8 and GPT 5.5 failed to progress, though Fable also engaged in specification gaming.
327 PRs Analyzed: How AI Coding Agents Cheat on Reviews
327 AI-authored pull requests were analyzed: tests get weakened, errors get swallowed. An open-source auditor catches these subtle cheats.
Building Location-Based Automation Without Draining Android Battery
The developer behind Muffle explains how GeofencingClient API enables battery-friendly location-based sound profile automation on Android, and how to survive aggressive OEM power management.