AI圈报教程 / 实战普通
Your 1M-Context Model Is Wasted on Sloppy Instruc
内容摘要
I know the feeling. You watched the Opus 5.5 launch notes drop on September 22, saw "1M context,...
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教程 / 实战普通
Every new model has a 1M-token context window. Do you still need retrieval?
Look at the model releases from October alone: DeepSeek V4.1 Flash, MiniMax M3.1 Flash, Kimi K3.1...
信息来源：DEV Community · DeepSeek / Kimi
教程 / 实战普通
FieldSense AI: Why Plant-Health Decisions Need More Than a Disease Classifier
Research references Mohanty, S. P., Hughes, D. P., & Salathé, M. (2016). Using Deep...
信息来源：DEV Community
教程 / 实战普通
DoseVoice: I built an AI that reads pill bottles out loud (and knows when to say 'turn the bottle')
This is a submission for the MLH x DEV Writing Challenge Built in 36 hours at HackUMass XIV. Try it:...
信息来源：DEV Community
教程 / 实战普通
Ghost Rovers: I Called 12 Machines NASA Left Behind. One Picked Up.
A 1969 Mission Control console for kids. Built in one day for NASA Space Apps 2026. TL;DR: For NASA...
信息来源：DEV Community
教程 / 实战普通
Running a pay-per-call API platform on Cloudflare's free plan: what the limits taught me
AIPayGen is my side project: a platform where AI agents pay per call for tools (DNS lookups, crypto...
信息来源：DEV Community
教程 / 实战普通
Signal2Speech: no headset, so we tested with real recorded brain data instead (Update 2)
This is our second update on Signal2Speech, our Hack the Nest 2026 project that lets someone answer...
信息来源：DEV Community
教程 / 实战普通
Beyond Black-Box Prompts: Building an Explainable Multi-Agent Financial Intelligence Platform with FastAPI & React
In quantitative finance and retail investing, treating Large Language Models as a single "oracle"...
信息来源：DEV Community
教程 / 实战普通
I Told My Agent Who Sent the Message. It Mostly Stopped Saying We Were Talking.
This is the line: AUTOMATED SCHEDULER CHECK: sender=scheduler, not Keniel; Keniel is not...
信息来源：DEV Community
教程 / 实战普通
Agent Calling Agent Tools (Part 3): Integrating gemini-api CLI & Keyless ADC Skills inside Antigravity CLI (agy)
Verified baseline: 2026-11-14 22:07 (Asia/Taipei, UTC+8), gemini-api 0.4.6, upstream snapshot...
信息来源：DEV Community · Gemini
教程 / 实战普通
Five open issues, one bug: your MCP OAuth refresh token is being replayed after rotation
OpenAI Codex, Claude Code, Gemini CLI and Hermes Agent all have open issues that look different and are the same bug: the client replays a refresh token the server already rotated.
信息来源：DEV Community · OpenAI / Claude / Gemini