From Dev.to Community
Tech Articles
Curated developer articles, tutorials, and guides — auto-updated hourly
Marcell HavlikSep 22, 2026 • 5 min read
voiceloop: the fastest voice agent loop in the browser is now open source
862ms voice→voice, zero self-interruptions under echo, zero dependencies, MIT. Measured black-box ag...
#voice#agents#benchmarks#opensource
2 1
Marcell HavlikSep 22, 2026 • 9 min read
94.7% on LoCoMo — and why most of the gap between published memory numbers isn't the memory
The highest LoCoMo number we're aware of, at 5.0K context tokens, and it holds at 95.0% under Mem0's...
#memory#benchmarks#agents#llm
0 0
Jakub WietrzykSep 21, 2026 • 6 min read
OCR that looked like it worked
Five bugs in a browser OCR pipeline, every one of which produced a plausible success instead of an e...
#ocr#benchmarks#privacy#javascript
1 1
Marcell HavlikSep 22, 2026 • 3 min read
Our task categorizer routed 46% of tasks. A $0.04/MTok decision model routes 97%.
Qwen3-Embedding-4B cosine task→group routing vs Claude Opus 5, Sonnet 4.6 and TypeSafe Jev on 138 to...
#benchmarks#categorization#embeddings#llm
0 0
x zSep 22, 2026 • 5 min read
Fast Decisions in Agent Workflows: Laya vs TypeSafe Jev
Fast Decisions in Agent Workflows: Laya vs TypeSafe Jev Originally published on JevLab....
#ai#agents#benchmarks#opensource
0 0
Qasim ParraySep 19, 2026 • 7 min read
Efficiency Hallucination: Every Model Rewrote Code That Couldn't Get Faster
A Columbia paper found LLMs edit already-optimal code 100% of the time. One prompt line halves it wi...
#llm#aicodingagents#codeoptimization#benchmarks
0 1
techaiwireSep 19, 2026 • 4 min read
Laya is a 421M open-weights answer to Jev
Laya returns typed decisions in 32.8 milliseconds from 421M parameters under Apache 2.0. Its zero-sh...
#llm#openweights#inference#benchmarks
6 2
choryleeSep 20, 2026 • 2 min read
I Ran 300 Real Jev Calls on a Simulated Robot Fleet. The Bill Was $0.00737.
TypeSafe's Jev came out of stealth this month and every demo I see is the same: browsers, games, toy...
#jev#ai#benchmarks#robotics
0 0
synthoraiSep 22, 2026 • 13 min read
Jev vs Flash LLMs: 7x Cheaper on Workflows, Same Cost on One Label
TypeSafe's Jev vs 5 flash LLMs, measured: 5-37x cheaper and 11-27x faster on 12-question workflows, ...
#jev#classification#llm#benchmarks
0 0
![Mercury 2.5 770 tok/s Benchmark: The Production Playbook [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fd12glno254pqi79akood.png)
KunalSep 24, 2026 • 8 min read
Mercury 2.5 770 tok/s Benchmark: The Production Playbook [2026]
Mercury 2.5 is clocking ~780 tok/s on Artificial Analysis. At that speed, decode stops being your bo...
#llminference#benchmarks#latency#throughput
0 0
Breach ProtocolSep 24, 2026 • 2 min read
GPT-6 Astra finishes a slow, supervised real-car cone course
DrivingBench reports that GPT-6 Astra completed a 134.7-metre closed-course task in a real Toyota Co...
#agents#robotics#autonomousdriving#benchmarks
0 0
Alex MorganSep 21, 2026 • 7 min read
AI Agents for Large-Scale Refactoring: What Works in 2026
Only 5.4% of frontier-model runs can complete a whole-repository migration without breaking somethin...
#aiagents#aicoding#benchmarks#comparison
0 0
Breach ProtocolSep 21, 2026 • 3 min read
Remote Labor Index puts Astra at 20.83% client-acceptable project completion
Scale’s Remote Labor Index reports GPT-6 Astra completing 20.83% of sampled freelance projects at a ...
#agents#benchmarks#automation#evaluation
0 0