Board Position
#14 · AI coding still leads, while agent products are starting to break out.
capacity-cascade is currently ranked #14 on the Momentum board. First time on the board. Active window: 24h.
Score66
Confidence78%
Surge+10%
Sourcesgithub
NEW
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Tool Detail
capacity-cascade
AI Coding
capacity-cascade
遗忘的边界：有限容量下的记忆、智能与自我——从大语言模型、智能体到人类记忆。三者同约束而不同构：由信息瓶颈、多时间尺度与清醒—睡眠两种计算模式统合的理论框架。 / The Boundary of Forgetting: Memory, Intelligence, and the Self under Finite Capacity — iso-constrained, not isomorphic.
AI CodingGitHubai-agentscapacitycognitive-sciencegithub
capacity-cascade appears on 2 boards right now, with the primary position at #14 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 19 runs, first seen Apr 19, 09:46 and most recently updated Oct 17, 18:54.
Score66
Weekly growth+10%
Confidence78%
Primary statusMomentum #14
NEW · First time on the board
Discovery statusWatchlist
Pool score 68, based on 1 contributing sources.
Tracked runs19
First seen Apr 19, 09:46, last updated Oct 17, 18:54.
Source coverage1
GitHub
7-day score trend
GitHub signals are derived from stars, forks, watchers, and recent activity.7-day rank movement
Lower numbers are closer to the top#14D1
#14D2
#7D3
#7D4
#10D5
#9D6
#14D7
Signal summary
capacity-cascade appears on 2 boards right now, with the primary position at #14 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 19 runs, first seen Apr 19, 09:46 and most recently updated Oct 17, 18:54.
Discovery assessment
Discovery originPrimary provider
1 sources contributed to the candidate judgement.
Candidate typeProduct candidate
Currently in the Watchlist stage.
Quality score72
Higher scores usually indicate a real product rather than editorial or noisy content.
Manual ruleAutomatic
No manual rule is active, so the system judgement is still automatic.
Includes product-like sources
System judgement
This section shows how source page evidence, multi-run stability, and auto-promotion logic are combined into the candidate judgement.
Stability6 consecutive runs
watchlist 2 · ranked 0 · strong 2
Recent snapshotBest 76
Last seen Oct 13, 02:42
Board footprint
Momentum#14
NEWFirst time on the board
Score 66Confidence 78%Surge +10%
Newcomers#11
NEWFirst time on the board
Score 66Confidence 78%Surge +10%
Why it matters now
- GitHub is showing a clear upward signal and is worth adding to the watchlist first.
- Current category: AI Coding. A good fit for the watchlist.
- Current board score: 66. A useful starting point for the next round of real-data validation.
What could make it noisy
- The signal still mainly comes from a single source, so more cross-validation is recommended.
- This is still a short-window snapshot and lacks longer-term real history.
Source timeline
2026-10-17 18:53
Stars 0 / Forks 0 / Watchers 0 / Issues 0 / Active 0d
Source page evidence
This panel aggregates source pages the system has already fetched and cached, so you can judge whether the tool points to a real product site, an editorial page, or just a seed domain.
Cached pages4
Total number of fetched pages that are currently available to display.
Successful pages4
Pages fetched successfully with a readable title and summary.
Failed / stale0 / 4
Failed pages will be retried, and stale pages will be refreshed in later syncs.
Domains covered1
Broader domain overlap usually suggests the signal is not just isolated noise.
Status filter
Showing 4 / 4 pages
Sorted by fetch success, freshness, and summary richnessHigh value · 4
Linked signalFetch successRich summary
GitHub - shimo4228/authorship-strategy: A doctrine and catalog of tactical decisions for staying a findable, credited author when readers meet your ideas through LLMs: open your work so its spread carries the origin, instead of enclosing it.
A doctrine and catalog of tactical decisions for staying a findable, credited author when readers meet your ideas through LLMs: open your work so its…
https://github.com/shimo4228/authorship-strategyOct 16, 16:22
FetchedGitHubgithub.comHTTP 200Stale
Why it is prioritized
This page was fetched successfully before, but the cache is stale now, so it is better used as supporting evidence than as the primary source.
This evidence is already linked to a raw signal record, so you can continue tracing the source from the signal detail page.
Linked signalFetch successRich summary
GitHub - dugubuyan/agent-nexus: A service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Implements versioned Markdown store, pub-sub notifications, and diff-aware update protocol.
A service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Implements versioned Markdown store, pub-sub…
https://github.com/dugubuyan/agent-nexusOct 16, 15:01
FetchedGitHubgithub.comHTTP 200Stale
Why it is prioritized
This page was fetched successfully before, but the cache is stale now, so it is better used as supporting evidence than as the primary source.
This evidence is already linked to a raw signal record, so you can continue tracing the source from the signal detail page.
Linked signalFetch successRich summary
GitHub - docxology/codomyrmex: Modular Python 3.11+ coding and agent platform — 130 modules spanning LLM agents (13+ providers), graph RAG, static analysis, git ops, cloud and container deployment, all exposed as 612 Model Context Protocol tools. uv-managed, 36k tests with a zero-mock policy.
Modular Python 3.11+ coding and agent platform — 130 modules spanning LLM agents (13+ providers), graph RAG, static analysis, git ops, cloud and conta…
https://github.com/docxology/codomyrmexOct 16, 14:18
FetchedGitHubgithub.comHTTP 200Stale
Why it is prioritized
This page was fetched successfully before, but the cache is stale now, so it is better used as supporting evidence than as the primary source.
This evidence is already linked to a raw signal record, so you can continue tracing the source from the signal detail page.
Linked signalFetch successRich summary
GitHub - ngscode23/latent-space-shift-research: Empirical research on context-induced latent-state shifts in open-weight LLMs.
Empirical research on context-induced latent-state shifts in open-weight LLMs. - ngscode23/latent-space-shift-research
https://github.com/ngscode23/latent-space-shift-researchOct 16, 09:43
FetchedGitHubgithub.comHTTP 200Stale
Why it is prioritized
This page was fetched successfully before, but the cache is stale now, so it is better used as supporting evidence than as the primary source.
This evidence is already linked to a raw signal record, so you can continue tracing the source from the signal detail page.
Raw signals
GitHubNewcomers #11
Oct 17, 18:54遗忘的边界：有限容量下的记忆、智能与自我——从大语言模型、智能体到人类记忆。三者同约束而不同构：由信息瓶颈、多时间尺度与清醒—睡眠两种计算模式统合的理论框架。 / The Boundary of Forgetting: Memory, Intelligence, and the Self under Finite Capacity — iso-constrained, not isomorphic.
GitHubai-agentscapacity
GitHubMomentum #14
Oct 17, 18:54遗忘的边界：有限容量下的记忆、智能与自我——从大语言模型、智能体到人类记忆。三者同约束而不同构：由信息瓶颈、多时间尺度与清醒—睡眠两种计算模式统合的理论框架。 / The Boundary of Forgetting: Memory, Intelligence, and the Self under Finite Capacity — iso-constrained, not isomorphic.
GitHubai-agentscapacity
GitHubNewcomers #7
Oct 12, 21:39Modular Python 3.11+ coding and agent platform — 130 modules spanning LLM agents (13+ providers), graph RAG, static analysis, git ops, cloud and container deployment, all exposed as 612 Model Context Protocol tools. uv-managed, 36k tests with a zero-mock policy.
GitHubagentsai-agents
GitHubMomentum #9
Oct 12, 21:39Modular Python 3.11+ coding and agent platform — 130 modules spanning LLM agents (13+ providers), graph RAG, static analysis, git ops, cloud and container deployment, all exposed as 612 Model Context Protocol tools. uv-managed, 36k tests with a zero-mock policy.
GitHubagentsai-agents
GitHubNewcomers #8
Oct 12, 02:26A doctrine and catalog of tactical decisions for staying a findable, credited author when readers meet your ideas through LLMs: open your work so its spread carries the origin, instead of enclosing it.
GitHubai-authenticityattribution-diffusion
GitHubMomentum #10
Oct 12, 02:26A doctrine and catalog of tactical decisions for staying a findable, credited author when readers meet your ideas through LLMs: open your work so its spread carries the origin, instead of enclosing it.
GitHubai-authenticityattribution-diffusion
GitHubNewcomers #3
Jul 7, 23:02Authorship Strategy: A Normative Framework and Tactical Catalog for AI-Era Authenticity Inversion, with Empirical Grounding from a Five-Line Research Ecosystem
GitHubai-authenticityattribution-diffusion
GitHubMomentum #7
Jul 7, 23:02Authorship Strategy: A Normative Framework and Tactical Catalog for AI-Era Authenticity Inversion, with Empirical Grounding from a Five-Line Research Ecosystem
GitHubai-authenticityattribution-diffusion
GitHubNewcomers #5
Jun 29, 02:49A service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Implements versioned Markdown store, pub-sub notifications, and diff-aware update protocol.
GitHubagentsai-agents
GitHubMomentum #7
Jun 29, 02:49A service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Implements versioned Markdown store, pub-sub notifications, and diff-aware update protocol.
GitHubagentsai-agents
GitHubDurable Growth #14
Jun 14, 05:32Empirical research on context-induced latent-state shifts in open-weight LLMs.
GitHubalignmentlatent-space
GitHubMomentum #14
Jun 14, 05:32Empirical research on context-induced latent-state shifts in open-weight LLMs.
GitHubalignmentlatent-space
Continue reading
Peer comparison
Archive: 2026 - GitHub ChangelogCandidateArchive: 2026 - GitHub Changelog has been publishing fresh updates consistently through its official content feed.
Hugging Face -+6%Hugging Face - has been publishing fresh updates consistently through its official content feed.
You could have invented transformers from memoryCandidatePopular Hacker News discussion: You could have invented transformers from memory