GitNova

GitHub seismograph — discoveries and growing interest

Human-Agent-Society/reef

AI agentsPython#agent-infrastructure#ai-agents#continual-learning#inference#llm
Total stars
7,758
Today
+0since 00:10 UTC
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Infrastructure for continually self‑improving agents

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About the project

Continual learning infrastructure for self-improving agents: connects agent inference, feedback collection, learning, and versioned delivery of updates. Lets you train model weights or improve an agent's harness (prompts, rules, skills).

Useful for
  • Run Reef as an OpenAI-compatible inference server for an agent
  • Build a weight-training loop from response scores via /reef/report
  • Improve agent prompts and rules without local training GPUs

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

0.7 Cooling Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 29, 2026, 03:04 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

0400800August 31, 2026October 29, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-29 (UTC), 00:10–03:02: 7758 → 7758 stars (+0). This is the change over that interval.
  • Estimated end-of-day forecast: about +2 stars, using observed gains and the previous day.
  • The repository is 59 days old and already has 7,758 stars.
  • Top new repositories in the last 4 months: #86.

Measured growth: the last 7 completed days

New stars over 7 days: 112. -20% versus the preceding 7 days.

Daily measurements · UTC
October 22, 2026
24
October 23, 2026
11
October 24, 2026
16
October 25, 2026
31
October 26, 2026
16
October 27, 2026
12
October 28, 2026
2

Largest measured day in the last 30 days: 289 · September 29, 2026. Days with data: 30.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 29, 2026, 03:04 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
7,758
Today
+0 stars measured 2026-10-29, 00:10–03:02 UTC, ≈ 2 by evening
Forks
730
Issues and pull requests
987
Watchers
522
Language
Python
License
Apache-2.0
Latest release
v0.1.3 · October 14, 2026
Created
August 31, 2026
Last push
October 29, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

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GitNova: 0.7
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