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2695 postsPromptLedger v0.7 adds CI regression gates for prompt evaluation
PromptLedger v0.7 adds evaluation runs, metric comparisons, and policy-based regression gates for CI-safe prompt releases.
Five ways your LLM cost tracking is lying to you
Five silent failure modes in LLM cost metering — streaming, prompt caching, serverless flush, cancelled streams, and stale pricing tables.
Small Models by Choice: Running an Autonomous Agent on a 16GB M1 Mac
Why one engineer deliberately runs an autonomous agent on a 16GB M1 Mac with small models instead of scaling up to cloud LLMs — a design case study.
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.comBuilding Real Human-in-the-Loop Controls for AI Coding Agents
Approval prompts often fail to stop risky AI coding agent actions. Learn a risk-graded approach that prevents, not just reviews, the dangerous ones.
crates.io adds source code viewer and decouples accounts from GitHub
crates.io ships a source code viewer, GitHub-independent accounts via RFC, unmaintained-crate warnings, and a completed Svelte frontend migration.
Token Economics: Why Your LLM Bill Outgrows the Pricing Page
Why LLM API bills exceed pricing-page estimates: workload ratios, tokenizer variance, caching, batch discounts, and retry overhead explained for engineers.
Inside Android's 16.67ms Race for Real-Time 60 FPS Segmentation
How Android engineers hit 60 FPS real-time video segmentation within a 16.67ms frame budget using NPU/GPU acceleration, AICore, and quantization.
Autonomous agents' two big fears: runaway loops and exposed APIs
rysh's loop engineering and Forge features address the runaway-loop and API-exposure risks that come with building autonomous agents.
Kira Project: a tamper-evident evidence layer for AI agents
Kira Project's tamper-evident evidence architecture separates AI agent logs from reports, cryptographically proving what happened and what didn't.
June 2026 AI Agent Postmortems: Five Production Bugs, No Magic
A June 2026 postmortem digest from an AI agent orchestrator: race conditions, encoding bugs, config propagation, and OAuth failures in production.