Thursday, August 6, 2026 · San Francisco
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Meta Admits Its 8,000-Layoff Reorg Hasn't Delivered, Even as Its Next Model 'Catches' GPT-5.5
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Meta Admits Its 8,000-Layoff Reorg Hasn't Delivered, Even as Its Next Model 'Catches' GPT-5.5

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Repo Radar: 5 GitHub Projects Worth Your Week
Tools & Workflows

Repo Radar: 5 GitHub Projects Worth Your Week

Repo Radar No. 13: graphify turns any folder of code, papers and screenshots into a queryable knowledge graph. Tencent's CubeSandbox boots a hardware-isolated agent sandbox in under 60ms. Together AI's hallmark stops coding agents shipping the same gradient hero. Microsoft's Flint compiles agent chart specs into Vega-Lite, ECharts or Chart.js. PentAGI runs autonomous security tests inside Docker. Five projects that narrow what an agent may see, run, render or spend.

11 min read ·
Repo Radar: 5 GitHub Projects Worth Your Week
Tools & Workflows

Repo Radar: 5 GitHub Projects Worth Your Week

This week's Repo Radar tracks five GitHub projects where AI agents move from chat into real production work: OpenMontage turns a coding assistant into a video studio, Google Labs' design.md gives agents a design-system spec, Strix runs autonomous penetration tests, Alibaba's page-agent drives live web interfaces in natural language, and MinerU converts messy PDFs into LLM-ready markdown. Difficulty scores, licenses, and push dates for each, plus why OpenMontage is Repo of the Week.

11 min read ·
Repo Radar: 5 GitHub Projects Worth Your Week
Tools & Workflows

Repo Radar: 5 GitHub Projects Worth Your Week

Repo Radar's eleventh issue tracks five GitHub projects builders attach to AI agents once a demo becomes a workload: Agent-Reach, a CLI giving agents live access to Twitter, Reddit, and YouTube; Flue, the Astro team's sandbox agent harness; cognee, a graph-based memory layer; hunk, a review-first diff viewer for agent-written code; and mistral.rs, a Rust engine for local inference. Each scored on stars, language, license, push date, and setup difficulty.

11 min read ·

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Hermes Agent for Professionals: Setup, Configuration, and Daily Operation

Hermes demonstrations show outputs. The configuration underneath decides whether the agent still earns its place in month three, and most of it is set in a YAML file in the first hour. Six decisions, the keys that govern them, and the shipped defaults that are wrong for professional use.

Every Tuesday Morning

Anthropic's Biggest AI Coding Projects Verified With Test Suites, Not Other Agents

Claude Code can now run 1,000 agents from a script it writes itself. We built a document audit and pointed it at this article: 204 agents, 189 claims, two real errors caught that two prior fact-checks missed. What Anthropic's own projects trusted to grade them is the lesson.

Meta Cuts Coding Agent Prices 21x for Developers Who Give Up Their Data
Analysis 10 min read

Meta Cuts Coding Agent Prices 21x for Developers Who Give Up Their Data

Meta released its first coding agent on Wednesday and priced a contributor tier at $0.20 per million output tokens, against $4.25 on the standard tier, in exchange for training rights on developers' code. Meta's own charts put Claude first on all three benchmarks it published.

Meta released Muse Code in beta on August 5, a terminal coding agent powered by Muse Spark 1.2. A contributor tier prices output at $0.20 per million tokens against $4.25 on the standard tier, roughly 21 times cheaper, in exchange for permission to train future Meta models on developers' prompts and completions. Meta's own launch charts put Claude Opus 5 first on all three coding benchmarks it published, including the internal test Meta designed itself.

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