Public story · 2026-03-04 · source-backed

Hot Projects & Repos

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2026-03-04

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Project	Stars	What It Does	Why It Matters
Worktrunk	2.7K	Rust CLI for Git worktrees with AI agents	Auto-squash/rebase/merge, LLM commit messages, build cache sharing. From PRQL creator.
Timber	545	Compile XGBoost/sklearn to C99 binaries	336x faster than Python, 48KB artifacts, MISRA-C compliant. Ollama for classical ML.
Codebuff	3.6K	Open-source multi-agent coding tool	Claims 61% vs Claude Code's 53% on 175-task eval. Any model via OpenRouter.
Hive Memory	new	MCP cross-project memory for agents	Fully local, cross-project context sharing. Show HN featured.
Sub-500ms Voice Agent	562 HN	Production voice agent in one day for $100	Groq ~80ms TTFT + streaming pipeline = 2x faster than Vapi. Blueprint documented.
PDF Oxide	304	5x faster PDF processing than PyMuPDF	Rust core, Python/JS/WASM bindings. MCP server included.
Omni	503	Self-hosted workplace search (open-source Glean)	Unified search across Google Workspace, Slack, Jira. ParadeDB single-Postgres.

Stripe Shows Its Cards: Minions Blueprint Architecture Uses 400 Tools, Deploys ~15 Per Run, and Ships 1,300+ PRs Weekly
Stripe published Part 2 of its Minions engineering blog, and it's the most detailed production agent architecture I've read from any company this year. The numbers alone are worth the read: 1,300+ weekly merged PRs from coding agents. But the architecture decisions matter more...
Timber — Ollama for Classical ML (476 stars, 188 HN points)
AOT compiler turning XGBoost, LightGBM, scikit-learn models into native C99 inference code. 336x faster than Python inference. Created Feb 27 — very fresh. GitHub
Local models became a first-class feature of hosted coding agents in a 48-hour window
Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
ai-memory climbed +207 stars in a day solving cross-vendor handoff.
akitaonrails/ai-memory (Rust, 2,485 stars) hooks into agent lifecycles to capture prompts, tool calls, and session boundaries, compiling them into a git-versioned per-project markdown wiki with full-text search and optional vector retrieval. Pitch: abandon a task in Claude Cod...
Girder cuts agent file reads by 97.85%
Girder parses a repo into functions, definitions and call edges, then serves exact function source, callers and callees, impact analysis, minimal test selection and graph-addressed edits over MCP as one static Rust binary. Its committed ten-node measurement returns 8,765 bytes...
Claude Code became the distribution channel for products in four unrelated categories on the same day.
On August 25, Ninjō AI shipped AI sales agents for Instagram and WhatsApp built and managed through MCP from Claude Code, ChatGPT and Codex; coolplugz shipped a Claude Code orchestrator pulling context from Jira, GitHub, Notion and Slack; Diet Claude shipped a usage meter for...

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Auto Blueprint C99 Claims Claude Code Codebuff CodebuffAI Compile XGBoost Fully Glean Google Workspace Groq Hive Memory Hot Projects Jira LLM

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Canonical issue: Ramsay Research Agent — 2026-03-04
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Story unit: 2026-03-04-hot-projects-repos
Labels: source-backed, canonical briefing excerpt

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Hot Projects & Repos

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Stripe Shows Its Cards: Minions Blueprint Architecture Uses 400 Tools, Deploys ~15 Per Run, and Ships 1,300+ PRs Weekly

Timber — Ollama for Classical ML (476 stars, 188 HN points)

Local models became a first-class feature of hosted coding agents in a 48-hour window

ai-memory climbed +207 stars in a day solving cross-vendor handoff.

Girder cuts agent file reads by 97.85%

Claude Code became the distribution channel for products in four unrelated categories on the same day.

Source trail

Entities

Provenance

Hot Projects & Repos

Story

Related stories

Stripe Shows Its Cards: Minions Blueprint Architecture Uses 400 Tools, Deploys ~15 Per Run, and Ships 1,300+ PRs Weekly

Timber — Ollama for Classical ML (476 stars, 188 HN points)

Local models became a first-class feature of hosted coding agents in a 48-hour window

ai-memory climbed +207 stars in a day solving cross-vendor handoff.

Girder cuts agent file reads by 97.85%

Claude Code became the distribution channel for products in four unrelated categories on the same day.

Source trail

Entities

Provenance

Story

Related stories

Stripe Shows Its Cards: Minions Blueprint Architecture Uses 400 Tools, Deploys ~15 Per Run, and Ships 1,300+ PRs Weekly

Timber — Ollama for Classical ML (476 stars, 188 HN points)

Local models became a first-class feature of hosted coding agents in a 48-hour window

ai-memory climbed +207 stars in a day solving cross-vendor handoff.

Girder cuts agent file reads by 97.85%

Claude Code became the distribution channel for products in four unrelated categories on the same day.

Tomorrow's issue, in your inbox.

Source trail

Entities

Provenance

Story

Related stories

Stripe Shows Its Cards: Minions Blueprint Architecture Uses 400 Tools, Deploys ~15 Per Run, and Ships 1,300+ PRs Weekly

Timber — Ollama for Classical ML (476 stars, 188 HN points)

Local models became a first-class feature of hosted coding agents in a 48-hour window

ai-memory climbed +207 stars in a day solving cross-vendor handoff.

Girder cuts agent file reads by 97.85%

Claude Code became the distribution channel for products in four unrelated categories on the same day.

Tomorrow's issue, in your inbox.

Source trail

Entities

Provenance