a digital monk in the AI-native present
Palo Alto · Paloa Labs · Zigsaw · tripathy.ai
a decade of code; now agents read the diff, write the patch, and argue with each other before humans see it.
currently the most recent external contributor to NVIDIA's Alpamayo — 31 consecutive PRs, sustained over four days.
· · ·
 shipped upstream |
 awaiting merge |
 in active review |
| # | PR | Repo | What |
|---|---|---|---|
| 1 | alpamayo#73 |
NVlabs/alpamayo | Replace assert with ValueError so input validation survives python -O |
| 2 | openclaw#77446 |
openclaw/openclaw | Pin container-side workspace and config dirs in docker compose |
| 3 | openclaw#74638 |
openclaw/openclaw | Accept browser.tabCleanup keys in zod schema |
| 4 | warp#9558 |
warpdotdev/warp | Align OSS .desktop Exec with packaged binary name |
| 5 | warp#9563 |
warpdotdev/warp | Attribute Alacritty/vte derivative code in two more files |
| 6 | warp#9667 |
warpdotdev/warp | Recognize Mistral Vibe as a CLI agent |
| 7 | warp#9670 |
warpdotdev/warp | Route CLIAgent::Pi to the default session listener |
| 8 | Megatron-Bridge#3649 |
NVIDIA-NeMo/Megatron-Bridge | Add NVIDIA copyright headers to four package __init__.py files |
| 9 | Megatron-Bridge#3647 |
NVIDIA-NeMo/Megatron-Bridge | Forward MoE / MTP metrics to MLFlow and Comet |
| 10 | Megatron-Bridge#3646 |
NVIDIA-NeMo/Megatron-Bridge | Unit tests for qwen2_audio and kimi_k25_vl recipes |
· · ·
$ git log --since=2026-01-01 --shortstat | langstats
Python ████████████████████████████ 73.6%
TypeScript ██████ 16.6%
HTML ██ 5.1%
Other █ 3.5%
Rust 1.2%
─────────────────────────────────────────────────
1,023 commits · 5 languages · 30 active repos
- 🌐 site2cli
— Any website → CLI/API for AI agents. v0.6.0 on PyPI, MCP-native, 500+ tests.
- 🔬 MCPstudio — The Postman for MCP. Visual create/test/manage MCP servers, FastAPI + React + DDD.
- 🧩 zigsaw — AI workflow automation: chat or drag-and-drop, multi-LLM, instant API deploy, 100+ integrations.
- 🔭 kalam — Terminal agent for science / chip design / hardware / sec — arXiv, Yosys, ngspice, nmap, Ghidra MCPs. Named for Dr. APJ Abdul Kalam.
- 🔄 mobius — High-performance autonomous ML experimentation framework. Rust + Go + Python.
- 🌟 morningstar — Notion PRD → working code with tests + Slack updates. Powered by Claude Code.
- 🧱 deepagents — Batteries-included LangChain + LangGraph harness.
pip install deepagents. - 🐟 aish — Anthropic-marketplace Claude Code plugin — GPU control plane via TensorDock + Modal MCP.
- 📊 compgit — GitHub commits, quietly visible. Chrome / iPhone / macOS.
- 🐙 tentalis — ADHR meta-RL: agents that learn from manager feedback. GRPO / CISPO / DAPO + NATS + HaluGate.
- ⚡ RLYX-enhancer — Hackable GRPO with high-speed weight sync for multi-node RL.
- 🤖 AGI-INC — HALO-Agent for AGI Inc REAL Benchmark (112 web tasks, 11 sites). Gemini 3.1 Pro, 38.5% on zero-site.
- 🎓 university-sim — Multi-agent university benchmark: Concordia GM + OpenClaw + emergence metrics.
- 🌸 flwr-frl-kit — Federated RL Kit for flower.ai.
- 📈 DeepFinRL-UMass — Hierarchical MARL trader with Director + analyst agents, LLM sentiment, PPO/CPPO/GRPO.
- 🔬 autoresearch — Single-GPU research agents for Karpathy's nanochat — Lévy flights, Metropolis-Hastings, hippocampal replay, golden-angle sampling.
- 🧮 claude-code-math-skills — 7-agent Generator–Critic loop for rigorous math; Lean 4 + SymPy verifiers, Putnam/IMO benchmarks.
- 🏎️ aero-agent — CFD-aware research assistant for F1 aerodynamicists; optimize every sim hour under FIA ATR caps.
- 🔍 sim-scout — Paper → benchmarked OpenFOAM sim in hours, not weeks.
- 🏁 f1-design-ai — Blender geometry + OpenFOAM CFD + ParaView, orchestrated by OpenClaw.
- 🧬 FounderAgent — Health-aware agent: reads biometrics → blocks calendar, sets DND, sends recovery protocols.
- 🏆 FounderLeague — Anti-hustle-culture leaderboards: founders compete on readiness, sleep, recovery.
- 🧠 GameDay-AMS — Cognitive Performance System for Founders — sports science meets knowledge work.
- 🔋 FocusFuel-API — Wearable data → cognitive performance predictions. 35 tests passing.
- 🩺 AgentKit-Health — Marketplace of pre-built health agents — Sleep Coach, Burnout Detector, Recovery Agent.
- 💪 grithub — Sports + healthcare with BioGears physiological sim. Hacklytics 2025 winner.
- 🏀 paloa-claw — Personal basketball AI training assistant.
- 🏥 clinical-trials-api — ETL + REST API for ClinicalTrials.gov; PostgreSQL, live on Render.
- 📧 sdr-automation — SDR research + outreach pipeline. YC AI Hackathon, built on Zigsaw.
- 📺 zigsaw-labs — Auto-generates, tests, optimizes short-form ads across TikTok, Reels, Shorts.
- 📝 grammer-paraphrase-system — Grammar correction + paraphrasing, clean DDD architecture.
- 🏠 HandyHommieAI — Home appliance command center: upload manuals, ask questions, auto-call manufacturer support.
- 🎯 growthclaw — Founder-scouting outbound for Crowdstake AI. Product Hunt / Reddit / IH at ~$0.02/lead. Austin Hackathon.
- 🔲 kalam-placer — Chip macro placement optimizer — Partcl + HRT $20K competition. ibm01 benchmark.
- ♟️ dolphine-chess — Multi-tenant SaaS chess academy platform.
- 🍁 Maple — Emotion-aware AI tutor — Hume EVI + DBRX/LanceDB RAG + Midnight blockchain integrity.
- 🃏 blackjack-for-toddler — Toddler Blackjack teaching numbers + addition. React PWA + Capacitor for iOS.
- 🃏 poker-for-toddler — Texas Hold'em for kids (4–9) with toy cars, gems, crowns. React PWA on Vercel.
- 🕉️ Mahamrutyunjay-Mantra-Counter — macOS app for tracking mantra chanting via voice detection. 1–108 visual progress.
- 🇮🇳 xplncert — Inventors walk you through NCERT — AI persona videos for Indian class 6–12 textbooks.
· · ·
when the model is stuck, you can either complain or send a patch. i've been sending patches — across NVIDIA's open AV / RL / training stack, the agentic tooling layer, and the terminal layer.
🌟 Featured: NVlabs/alpamayo — NVIDIA's open foundational driving model (Physical AI / AV) (32 PRs)
The last 32 consecutive PRs to the repo are mine (1 merged, 31 in review) — a sustained sprint hardening NVIDIA's open foundational driving model across input validation, runtime/attention correctness, type annotations, evaluation metrics, regression tests, docstring-vs-code drift, and first-run onboarding.
| PR | Status | What it does |
|---|---|---|
#73 |
✅ merged | Replace assert with ValueError in load_physical_aiavdataset() so input validation survives python -O |
#74 |
open | Actionable HuggingFace dataset-access errors — surface gated-repo / 401 / 403 instead of confusing IndexError (fixes #59, #61) |
#77 |
open | Replace assert with ValueError across public-API input validation |
#84 |
open | Replace mutable default list with None sentinel in basic_collation_fn |
#94 |
open | Replace asserts with ValueError in chat_template/conversation.py |
| PR | Status | What it does |
|---|---|---|
#75 |
open | Pin expert decoder to SDPA so the model loads when Flash-Attention 2 is globally enabled (fixes #52) |
#78 |
open | Remove deprecated local_dir_use_symlinks arg from snapshot_download() call |
#80 |
open | Preserve integer/bool tensor dtype in to_device() (fixes #36) |
#99 |
open | Use dim= instead of axis= in comfort_reward._within_bound (PyTorch idiom) |
| PR | Status | What it does |
|---|---|---|
#85 |
open | Fix get_label_mask docstrings and get_assistant_mask return type |
#89 |
open | Document exclusive-end chunk_ids range and broaden type annotation in pai_utils |
#92 |
open | Fix MetricRunner.run() return-type annotation and document its side effect |
#95 |
open | Fix viz.py type hints — optional waypoints + rotate_90cc annotations |
#96 |
open | Type-fix init_wandb key parameter and _save_wandb_id return type |
| PR | Status | What it does |
|---|---|---|
#101 |
open | Add Final Displacement Error (FDE) and minFDE metrics to evaluation suite |
#102 |
open | Add trajectory smoothness metrics for evaluation |
| PR | Status | What it does |
|---|---|---|
#76 |
open | Clarify coordinate-frame conventions for project_waypoints_ftheta (refs #34) |
#79 |
open | Expand Troubleshooting with HF auth, FA2 cu_seqlens, and smoke tests for first-time users |
#82 |
open | Sync README project-structure tree with on-disk layout |
#83 |
open | Sync load_physical_aiavdataset docstring with the code |
#86 |
open | Sync metric docstrings with the keys actually returned |
#87 |
open | Document exclusive-end --chunk range in curate_pai_samples.py |
#93 |
open | Sync DistanceMetrics docstrings with the actual signature and returns |
#98 |
open | Fix launch_alpamayo_model docstring — checkpoint source is --config arg, not env var |
#104 |
open | Point install-issue triage in README to alpamayo_r1.healthcheck first |
| PR | Status | What it does |
|---|---|---|
#81 |
open | Accept multiple --chunk-ids without quoting in download_pai.py |
#88 |
open | Remove commented-out debug print in QwenProcessor._preprocess_data |
#90 |
open | Add regression tests for basic_collation_fn and get_assistant_mask |
#91 |
open | Add regression tests for compute_minade and summarize_metric keys |
#97 |
open | Remove dead misplaced shebang from convert_release_config_to_training.py |
#100 |
open | Add CLI flags to test_inference.py without changing default behavior |
#103 |
open | Add python -m alpamayo_r1.healthcheck install smoke test |
NVIDIA-NeMo/RL — NVIDIA's RL framework for LLM post-training (GRPO, DAPO, Megatron) (9 PRs)
Production-grade error handling, configuration ergonomics, and test coverage for the GRPO / Megatron training loop.
| PR | Status | What it does |
|---|---|---|
#2395 |
open | Clearer error when GRPO overlong_filtering finds no truncated field |
#2394 |
open | Hard-fail when nemo_gym rollout collection returns fewer rows than requested |
#2393 |
open | Extend worker offload guard to v2 + Megatron paths |
#2392 |
open | Clear error when DTensor train / get_logprobs / score is called while offloaded |
#2391 |
open | Expose Megatron checkpoint parallelism and RNG knobs to user config |
#2390 |
open | Expose hardcoded Megatron infrastructure params to user config |
#2389 |
open | Add author field to README citation BibTeX |
#2388 |
open | Bump accelerate floor to 1.1.0 for transformers 5.3.0 compat |
#2387 |
open | Test coverage for converter CLI entry points |
NVIDIA-NeMo/Megatron-Bridge — NVIDIA's bridge between Megatron-LM and NeMo training recipes (12 PRs · 3 merged · 2 approved)
3 merged, 2 maintainer-approved — test coverage and observability across VLM / audio recipes, plus data-pipeline, TB-memory-aggregation, and model-bridge work.
| PR | Status | What it does |
|---|---|---|
#3649 |
✅ merged | Add NVIDIA copyright headers to four package __init__.py files |
#3647 |
✅ merged | Forward MoE / MTP metrics to MLFlow and Comet |
#3646 |
✅ merged | Unit tests for qwen2_audio and kimi_k25_vl recipes |
#3695 |
✅ approved | MLA, MTP, and provider-override coverage for FLOPs / MFU |
#3650 |
✅ approved | Unit tests for pg_utils helpers |
#3698 |
open | Bridge support for OLMo-2 dense causal LMs |
#3680 |
open | Unit tests for HuggingFace dataset processors |
#3666 |
open | Unit tests for recipes/common.py base helpers |
#3665 |
open | Pad chat tensors and loss_mask in pre_pad_dataset (#2610) |
#3652 |
open | Unit tests for CometPlugin |
#3645 |
open | Aggregate TensorBoard memory metrics across PP group |
openclaw/openclaw — agentic coding platform (19 PRs · 2 merged)
📝 Workflow notes & lessons learned from this contribution sprint →
| PR | Status | What it does |
|---|---|---|
#77446 |
✅ merged | Pin container-side workspace and config dirs in docker compose |
#74638 |
✅ merged | Accept browser.tabCleanup keys in zod schema |
#78035 |
open | Preserve sibling supplement results when one search rejects in memory-core |
#77372 |
open | Forward workspace bootstrap into developerInstructions in codex/app-server |
#77367 |
open | Scope Discord command-deploy cache by application id (multi-tenant isolation, 3 regression tests) |
#75476 |
open | Honor model.compat.unsupportedToolSchemaKeywords for OpenAI-completions tool schemas |
#75445 |
open | Tolerate unresolved SecretRef tokens during Discord/Telegram channel-actions discovery |
#75339 |
open | Normalize structured delta.content blocks to prevent [object Object] in chat replies |
#75248 |
open | Reorder workspace AGENTS.md template so load-bearing rules come first |
#75217 |
open | Honor skipBootstrap at the runtime injection path |
#74945 |
open | Canonicalize --model to lowercase before dispatch |
#74891 |
open | Skip API-key prompt when user skipped installing the skill |
#74643 |
open | Per-agent verboseDefault and elevatedDefault config overrides |
#77184 |
open | Re-export StatusSummary, SessionStatus, HeartbeatStatus from plugin-sdk |
#77189 |
open | Downgrade expected 1013 "gateway starting" close-before-connect log to debug |
#77191 |
open | Optional agentId filter on cron.list with default-agent fallback |
#77197 |
open | Surface sharp-install hint when image optimizer exhausts every resize attempt |
#77215 |
open | Document Realtime Talk requires OpenAI Platform credits, not Codex subscription |
#77224 |
open | Document BlueBubbles channel-vs-plugin disablement layers + safe loopback config |
warpdotdev/warp — agentic terminal (23 PRs · 4 merged · 2 approved)
📝 Workflow notes & lessons learned from this contribution sprint →
| PR | Status | What it does |
|---|---|---|
#9558 |
✅ merged | Align OSS .desktop Exec with packaged binary name |
#9563 |
✅ merged | Attribute Alacritty/vte derivative code in two more files |
#9667 |
✅ merged | Recognize Mistral Vibe as a CLI agent |
#9670 |
✅ merged | Route CLIAgent::Pi to the default session listener |
#9712 |
✅ approved | Register Rename Active Pane as a keyboard-bindable action (#9351) |
#9669 |
✅ approved | Fail fast on bootstrap when Node.js / yarn are missing (#9544) |
#10179 |
open | Show agent status badges in vertical-tabs summary view (#9868) |
#10129 |
open | Spec: generic syntax-highlight definition mechanism (#9955) |
#10128 |
open | Spec: per-message timestamps in Agent Mode (#9889) |
#10127 |
open | Spec: voice input hotkey picker — Caps Lock, F-keys, custom (#9869) |
#10126 |
open | Spec: render inline image protocols at shell startup (#10020) |
#10026 |
open | Spec: Shift+Click extends terminal text selection (#9963) |
#10025 |
open | Spec: Reload File Tree action in Command Palette (#10003) |
#10023 |
open | Spec: Tab Configs in Command Palette and keyboard shortcuts (#9176) |
#10022 |
open | Detect Node.js / Python shebang scripts as their agent identity (#9870) |
#10019 |
open | Avoid duplicate apt source entries when .sources exists (#10011) |
#10018 |
open | Spec: launch configs that open at app startup (#9203) |
#10017 |
open | Install Xcode Metal Toolchain on macOS during bootstrap (#9996) |
#10014 |
open | Spec: built-in /review slash command (#9606) |
#10013 |
open | Spec: File Tree icon themes (#9731) |
#9848 |
open | Spec: user-configurable language servers (#8803) |
#9671 |
open | Clear permission-scoped state when leaving the permission flow (#9525) |
#9560 |
open | Strip linked-worktree + marker from branch picker (#9170) |
- karpathy/autoresearch — bio/physics-inspired search strategies (Lévy flights, Metropolis-Hastings, golden-angle sampling, hippocampal replay) for the nanochat training loop
- ourresearch/openalex-overview — OpenAlex architecture diagram generation script
· · ·
- Living in agent-native engineering — Every project I ship has agents reading the diff, writing the patches, and arguing with each other before humans see it.
- Operating sustained PR sprints upstream — 31 consecutive PRs to NVIDIA's Alpamayo in 4 days; clearing external review at YC-backed companies under bot-driven review pipelines.
- Sports + AI at Paloa Labs — Computer-vision infrastructure for AI-native film analytics.
- Deep on RL post-training — GRPO, DAPO, CISPO, process reward models, RLHF, hallucination scoring.
- Federated learning contributor — flower.ai ecosystem via flwr-frl-kit.
- Building the Zigsaw AI workflow platform — chat or drag-and-drop to ship multi-LLM workflows as APIs.
· · ·
चरैवेति · charaiveti · keep walking