Board Position
#14 · AI coding still leads, while agent products are starting to break out.
longdecode-eval is currently ranked #14 on the Momentum board. First time on the board. Active window: 24h.
Score72
Confidence78%
Surge+9%
Sourcesgithub
NEW
Reading Flow
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Tool Detail
longdecode-eval
AI Coding
longdecode-eval
Adversarial benchmark comparing native 1M Long Decode (Gemini 4 Argon) vs multi-turn 128K/64K continuation harnesses (GPT-6 Astra, Claude Fable) on large-scale codebase modernization
AI CodingGitHubbenchmarkclaudecode-generationgithub
longdecode-eval 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 1 runs, first seen Oct 15, 23:26 and most recently updated Oct 15, 23:26.
Score72
Weekly growth+9%
Confidence78%
Primary statusMomentum #14
NEW · First time on the board
Discovery statusWatchlist
Pool score 74, based on 1 contributing sources.
Tracked runs1
First seen Oct 15, 23:26, last updated Oct 15, 23:26.
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
#14D3
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Signal summary
longdecode-eval 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 1 runs, first seen Oct 15, 23:26 and most recently updated Oct 15, 23:26.
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
Board footprint
Momentum#14
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
Newcomers#11
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
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: 72. 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
2026-10-15 23:26
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.
No source page evidence has been cached yet. Future syncs or on-demand detail fetches will populate this section.
Raw signals
GitHubNewcomers #11
Oct 15, 23:26Adversarial benchmark comparing native 1M Long Decode (Gemini 4 Argon) vs multi-turn 128K/64K continuation harnesses (GPT-6 Astra, Claude Fable) on large-scale codebase modernization
GitHubbenchmarkclaude
GitHubMomentum #14
Oct 15, 23:26Adversarial benchmark comparing native 1M Long Decode (Gemini 4 Argon) vs multi-turn 128K/64K continuation harnesses (GPT-6 Astra, Claude Fable) on large-scale codebase modernization
GitHubbenchmarkclaude
Continue reading
Peer comparison
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