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Topics Directory/Frontier Model Capabilities and Benchmarks
Stage: Expansion

Frontier Model Capabilities and Benchmarks

Track important changes in Frontier Model Capabilities and Benchmarks, including capabilities, product updates, adoption signals, risks, and evidence worth continued monitoring.

FRONTIER MODELTRACKING
Live from /v1/topics/frontier_model_capabilities_and_benchmarks
Timeline
200 events
Signals
200 signal records
Evidence
200 evidence items
Sources
91 sources

HighTrend velocity

32 minutes agoLatest tracked change

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Recent changes worth continued tracking

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Topic Timeline

Recent timeline changes

8 preview events5 preview events
  1. Aug 1, 2026, 3:57 AM

    source update

    Hikari_07_jp:2083105621545783488

    X post: User: @Hikari_07_jp Post ID: 2083105621545783488 Text: The next DeepSeek V4 Flash represents a significant evolution. 72.1→82.3 Terminal Bench 2.1 12.8→54.4 DeepSWE 52.7→76
    Contributionchange point: X post: User: @Hikari_07_jp Post ID: 2083105621545783488 Text: The next DeepSeek V4 Flash represents a significant evolution. 72.1→82.3 Terminal Bench 2.1 12.8→54.4 DeepSWE 52.7→76
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  2. Aug 1, 2026, 3:52 AM

    source update

    HelloSurgeAI:2083315838308774033

    X post: User: @HelloSurgeAI Post ID: 2083315838308774033 Text: Frontier Data, Off the Shelf. The training data, evals, and RL environments we build for frontier labs, now availabl
    Contributionchange point: X post: User: @HelloSurgeAI Post ID: 2083315838308774033 Text: Frontier Data, Off the Shelf. The training data, evals, and RL environments we build for frontier labs, now availabl
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  3. Aug 1, 2026, 3:52 AM

    source update

    zRdianjiao:2083092963786416331

    X post: User: @zRdianjiao Post ID: 2083092963786416331 Text: Same architecture, same size as the preview — Terminal Bench 61.8 → 82.7, DeepSWE 7.3 → 54.4. All of it from post-trai
    Contributionchange point: X post: User: @zRdianjiao Post ID: 2083092963786416331 Text: Same architecture, same size as the preview — Terminal Bench 61.8 → 82.7, DeepSWE 7.3 → 54.4. All of it from post-trai
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  4. Aug 1, 2026, 3:52 AM

    source update

    KylieHopkinsX:2083185508914770378

    X post: User: @KylieHopkinsX Post ID: 2083185508914770378 Text: DeepSeek-V4-Flash hitting 82.7 on Terminal Bench is a massive technical shift for coding agents. Seeing ZenMux offe
    Contributionchange point: X post: User: @KylieHopkinsX Post ID: 2083185508914770378 Text: DeepSeek-V4-Flash hitting 82.7 on Terminal Bench is a massive technical shift for coding agents. Seeing ZenMux offe
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  5. Aug 1, 2026, 3:52 AM

    source update

    ecoleai:2083200847710691837

    X post: User: @ecoleai Post ID: 2083200847710691837 Text: 82.7 on Terminal Bench 2.1, 70.3 on Toolathlon Verified: DeepSeek-V4-Flash isn't shipping hype, it's shipping a new baseli
    Contributionchange point: X post: User: @ecoleai Post ID: 2083200847710691837 Text: 82.7 on Terminal Bench 2.1, 70.3 on Toolathlon Verified: DeepSeek-V4-Flash isn't shipping hype, it's shipping a new baseli
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  6. Aug 1, 2026, 3:52 AM

    source update

    FireworksAI_HQ:2083369915080470543

    X post: User: @FireworksAI_HQ Post ID: 2083369915080470543 Text: DeepSeek-V4-Flash-0731 is live on Fireworks, day-zero. DeepSeek reports it beats V4 Pro across all 9 agentic evals
    Contributionchange point: X post: User: @FireworksAI_HQ Post ID: 2083369915080470543 Text: DeepSeek-V4-Flash-0731 is live on Fireworks, day-zero. DeepSeek reports it beats V4 Pro across all 9 agentic evals
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  7. Aug 1, 2026, 3:52 AM

    source update

    cline:2083094354030362858

    X post: User: @cline Post ID: 2083094354030362858 Text: DeepSeek silently updated their changelog with a new V4-Flash upgrade 1 hour ago. Their new Terminal-Bench score is 82.7, a
    Contributionchange point: X post: User: @cline Post ID: 2083094354030362858 Text: DeepSeek silently updated their changelog with a new V4-Flash upgrade 1 hour ago. Their new Terminal-Bench score is 82.7, a
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
  8. Aug 1, 2026, 3:52 AM

    source update

    aialecs:2083156276624711698

    X post: User: @aialecs Post ID: 2083156276624711698 Text: usually skip these “gratis por tiempo limitado” posts, tested it anyway on a whim and the terminal bench numbers aren’t ju
    Contributionchange point: X post: User: @aialecs Post ID: 2083156276624711698 Text: usually skip these “gratis por tiempo limitado” posts, tested it anyway on a whim and the terminal bench numbers aren’t ju
    ImpactThis update may affect teams tracking frontier_model_capabilities_and_benchmarks.
Open full timeline

Evidence Trail

  1. twitter_search_query

    Hikari_07_jp:2083105621545783488

    X post: User: @Hikari_07_jp Post ID: 2083105621545783488 Text: The next DeepSeek V4 Flash represents a significant evolution. 72.1→82.3 Terminal Bench 2.1 12.8→54.4 DeepSWE 52.7→76

    Open Source
  2. twitter_search_query

    HelloSurgeAI:2083315838308774033

    X post: User: @HelloSurgeAI Post ID: 2083315838308774033 Text: Frontier Data, Off the Shelf. The training data, evals, and RL environments we build for frontier labs, now availabl

    Open Source
  3. twitter_search_query

    zRdianjiao:2083092963786416331

    X post: User: @zRdianjiao Post ID: 2083092963786416331 Text: Same architecture, same size as the preview — Terminal Bench 61.8 → 82.7, DeepSWE 7.3 → 54.4. All of it from post-trai

    Open Source
  4. twitter_search_query

    KylieHopkinsX:2083185508914770378

    X post: User: @KylieHopkinsX Post ID: 2083185508914770378 Text: DeepSeek-V4-Flash hitting 82.7 on Terminal Bench is a massive technical shift for coding agents. Seeing ZenMux offe

    Open Source

Source Coverage

X discovery: model ecosystem broad
twitter search query source / active / watching
51 signals · 51 events · 51 evidence items
yesterday
X search: agent evals
twitter search query source / active / watching
18 signals · 18 events · 18 evidence items
32 minutes ago
X Ethan Mollick
twitter profile source / active / watching
15 signals · 15 events · 15 evidence items
6 days ago
X search: open weight models
twitter search query source / active / watching
13 signals · 13 events · 13 evidence items
2 days ago
X discovery: Chinese AI models
twitter search query source / active / watching
10 signals · 10 events · 10 evidence items
19 hours ago
X search: LLM evals
twitter search query source / active / watching
8 signals · 8 events · 8 evidence items
7 days ago
X search: LLM cost optimization
twitter search query source / active / watching
7 signals · 7 events · 7 evidence items
6 days ago
X search: model ecosystem
twitter search query source / active / watching
6 signals · 6 events · 6 evidence items
19 hours ago
X Alex Volkov
twitter profile source / active / watching
6 signals · 6 events · 6 evidence items
3 days ago
X search: Chinese LLM cost optimization
twitter search query source / active / watching
6 signals · 6 events · 6 evidence items
10 days ago
vllm-project/vllm
github repo source / active / watching
6 signals · 6 events · 6 evidence items
57 days ago
X Sebastian Raschka
twitter profile source / active / watching
5 signals · 5 events · 5 evidence items
2 days ago
sgl-project/sglang
github repo source / active / watching
5 signals · 5 events · 5 evidence items
57 days ago
X Thomas Wolf
twitter profile source / active / watching
4 signals · 4 events · 4 evidence items
9 days ago
X search: open-source cost alternatives
twitter search query source / active / watching
4 signals · 4 events · 4 evidence items
15 days ago
X OpenAI
twitter profile source / active / watching
4 signals · 4 events · 4 evidence items
35 days ago
PaddlePaddle/Paddle
github repo source / active / watching
4 signals · 4 events · 4 evidence items
61 days ago
X Greg Brockman
twitter profile source / active / watching
3 signals · 3 events · 3 evidence items
13 hours ago
X search: coding agents
twitter search query source / active / watching
3 signals · 3 events · 3 evidence items
25 days ago
tensorflow/tensorflow
github repo source / active / watching
3 signals · 3 events · 3 evidence items
57 days ago
ag2ai/ag2
github repo source / active / watching
3 signals · 3 events · 3 evidence items
57 days ago
huggingface/trl
github repo source / active / watching
3 signals · 3 events · 3 evidence items
57 days ago
huggingface/peft
github repo source / active / watching
3 signals · 3 events · 3 evidence items
58 days ago
X François Chollet
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
2 days ago
X 花叔
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
7 days ago
X swyx / Shawn Wang
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
7 days ago
X Simon Willison
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
9 days ago
X Logan Kilpatrick
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
17 days ago
X Aravind Srinivas
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
17 days ago
X discovery: Chinese LLM updates
twitter search query source / active / watching
2 signals · 2 events · 2 evidence items
19 days ago
X Clem Delangue
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
31 days ago
X discovery: Codex and Claude Code
twitter search query source / active / watching
2 signals · 2 events · 2 evidence items
40 days ago
X Anthropic
twitter profile source / active / watching
2 signals · 2 events · 2 evidence items
47 days ago
X discovery: AI coding products
twitter search query source / active / watching
2 signals · 2 events · 2 evidence items
47 days ago
opensearch-project/OpenSearch
github repo source / active / watching
2 signals · 2 events · 2 evidence items
57 days ago
keras-team/keras
github repo source / active / watching
2 signals · 2 events · 2 evidence items
57 days ago
confident-ai/deepeval
github repo source / active / watching
2 signals · 2 events · 2 evidence items
58 days ago
Anthropic News
api docs diff source / active / watching
2 signals · 2 events · 2 evidence items
59 days ago
Open Source
vercel/ai
github repo source / active / watching
2 signals · 2 events · 2 evidence items
59 days ago
camel-ai/camel
github repo source / active / watching
2 signals · 2 events · 2 evidence items
60 days ago
pydantic/pydantic-ai
github repo source / active / watching
2 signals · 2 events · 2 evidence items
64 days ago
dotnet/skills
github repo source / active / watching
2 signals · 2 events · 2 evidence items
65 days ago
huggingface/diffusers
github repo source / active / watching
2 signals · 2 events · 2 evidence items
65 days ago
ChatGPTNextWeb/NextChat
github repo source / active / watching
2 signals · 2 events · 2 evidence items
368 days ago
X sitinme
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 hours ago
X Harrison Chase
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
13 hours ago
X yaohui12138
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 days ago
X 歸藏 / guizang.ai
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 days ago
X Greg Isenberg
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 days ago
X servasyy_ai
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 days ago
X lxfater
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
7 days ago
X Matt Shumer
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
9 days ago
X Rowan Cheung
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
10 days ago
X Pluvio9yte
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
12 days ago
X Peter Yang
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
20 days ago
X Dan Shipper
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
28 days ago
X Soumith Chintala
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
31 days ago
X yangyi
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
33 days ago
X Jack Clark
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
38 days ago
X search: Chinese practical AI workflows
twitter search query source / active / watching
1 signal · 1 event · 1 evidence item
40 days ago
X Smartpigai
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
45 days ago
X Aidan Gomez
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
46 days ago
X search: inference runtime
twitter search query source / active / watching
1 signal · 1 event · 1 evidence item
47 days ago
X AK
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
48 days ago
pingcap/tidb
github repo source / active / watching
1 signal · 1 event · 1 evidence item
57 days ago
dagster-io/dagster
github repo source / active / watching
1 signal · 1 event · 1 evidence item
57 days ago
langchain-ai/langchain
github repo source / active / watching
1 signal · 1 event · 1 evidence item
57 days ago
ray-project/ray
github repo source / active / watching
1 signal · 1 event · 1 evidence item
58 days ago
agno-agi/agno
github repo source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
ultralytics/ultralytics
github repo source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
Latent Space
rss feed source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
Latent Space
rss feed source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
chroma-core/chroma
github repo source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
ollama/ollama
github repo source / active / watching
1 signal · 1 event · 1 evidence item
59 days ago
rohitg00/ai-engineering-from-scratch
github repo source / active / watching
1 signal · 1 event · 1 evidence item
60 days ago
feast-dev/feast
github repo source / active / watching
1 signal · 1 event · 1 evidence item
60 days ago
huggingface/transformers
github repo source / active / watching
1 signal · 1 event · 1 evidence item
60 days ago
zed-industries/zed
github repo source / active / watching
1 signal · 1 event · 1 evidence item
60 days ago
elastic/elasticsearch
github repo source / active / watching
1 signal · 1 event · 1 evidence item
60 days ago
infiniflow/ragflow
github repo source / active / watching
1 signal · 1 event · 1 evidence item
64 days ago
mlflow/mlflow
github repo source / active / watching
1 signal · 1 event · 1 evidence item
64 days ago
danny-avila/LibreChat
github repo source / active / watching
1 signal · 1 event · 1 evidence item
64 days ago
facebookresearch/faiss
github repo source / active / watching
1 signal · 1 event · 1 evidence item
70 days ago
pytorch/pytorch
github repo source / active / watching
1 signal · 1 event · 1 evidence item
79 days ago
Berkeley AI Research Blog
rss feed source / active / watching
1 signal · 1 event · 1 evidence item
85 days ago
X 宝玉
twitter profile source / active / watching
1 signal · 1 event · 1 evidence item
133 days ago
yoheinakajima/babyagi
github repo source / active / watching
1 signal · 1 event · 1 evidence item
182 days ago
ggml-org/llama.cpp
github repo source / active / watching
1 signal · 1 event · 1 evidence item
438 days ago
lm-sys/FastChat
github repo source / active / watching
1 signal · 1 event · 1 evidence item
902 days ago
open-mmlab/mmdetection
github repo source / active / watching
1 signal · 1 event · 1 evidence item
939 days ago
Microsoft AI Blog
rss feed source / active / watching
1 signal · 1 event · 1 evidence item
1,333 days ago

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