AI Intelligence Archive
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TutorialsOrdinary
Three days without a bench
The box that earns this site its "I tested" lines died Wednesday and stayed dead three days. What shipped anyway, what refused to, and day four's clean answer.
Source: DEV Community
TutorialsOrdinary
ScopeLock: open-weight AI that turns freelance scope creep into paid change orders
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
I poisoned 20 drug names to find out whether a local model belongs in a pharmacy
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
An Infostealer Now Grabs .claude.json and Codex's config.toml. Check What Yours Hold
Symantec says Aoki now steals Claude, Codex, Cursor and Copilot credentials. Find the tokens your agent configs hold in plain text, and what to rotate.
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
How to Sandbox AI Agents: A Developer's Guide
Anthropic's agents exploited real websites this month. A practical guide to sandboxing AI agents: allowlists, egress control, kill switches and audit logs.
Source: DEV Community · Claude
TutorialsOrdinary
10 Prompting Techniques My Deep Learning Exam Taught Me (That I Actually Use Now)
You already use prompting every day. You just don't know the names of what you're doing. Every time...
Source: DEV Community
TutorialsOrdinary
The 3am alarm nobody logged: building incident accountability for shops
The alarm goes off at 3am. By the morning, three people can tell you three different things about...
Source: DEV Community
TutorialsOrdinary
Your AI quoted $1,850. Your salesperson quoted $2,400. The customer saw both.
A commercial cleaning company asked me to look at their AI receptionist because "it keeps giving the...
Source: DEV Community
TutorialsOrdinary
Build HNSW in TypeScript and Watch Recall Fall as You Lower efSearch
A small HNSW index in TypeScript, 50,000 random vectors, and a script that measures recall@10 against brute force at efSearch 10, 40, 100 and 200.
Source: DEV Community
TutorialsOrdinary
Your Agent Wrote the Code and Its Test in One Turn. Green CI Proves Less
Labs have documented models special-casing and editing tests to pass. Treat agent-written tests as claims, protect a suite, flag turns that edit both.
Source: DEV Community
TutorialsOrdinary
The Agentic Manifesto: What Should the Agile Manifesto Look Like in the Age of AI?
I've been spending a lot of time thinking about where all the recent advancements in AI are going to...
Source: DEV Community
TutorialsOrdinary
I rewarded an AI only for winning a war game. It ended the world more and won nothing.
Written with AI assistance; every number comes from the war records. I build SECOND STRIKE, a...
Source: DEV Community
TutorialsOrdinary
OpenAI Dots Could Support Always-On Incident Triage, but Limits Matter
OpenAI’s Dots are persistent AI agents designed to operate with dedicated cloud compute, memory, and...
Source: DEV Community · OpenAI
TutorialsOrdinary
Feed PR Review Comments Back to Your Coding Agent With gh, jq and One Prompt
Pull every unresolved review thread with gh api graphql, build one prompt with jq, run claude -p or codex exec, then check each commented line changed.
Source: DEV Community · Claude
TutorialsOrdinary
Your Agent's RENAME COLUMN Breaks Every Old Pod. Expand-Contract in 4 Steps
One ALTER TABLE RENAME COLUMN breaks a rolling deploy. Run the safe Postgres version: add, sync with a trigger, backfill in batches, switch, drop.
Source: DEV Community
TutorialsOrdinary
AI Overview Traffic May Be Hiding in Direct: What 51,200 Referral Events Show
Google AI Overviews can send meaningful referral traffic, but standard analytics reports may not show...
Source: DEV Community
TutorialsOrdinary
Day 01/90: Teaching a RAG App When to Say “I Don’t Know”
Getting an AI app to answer a question is exciting. Getting it to recognize when the documents don’t...
Source: DEV Community
TutorialsOrdinary
ChatGPT UTM Bug Sent Referral Traffic to Direct During the GPT-6 Rollout
A temporary change in how ChatGPT handled outbound links distorted a key marketing metric during the...
Source: DEV Community · ChatGPT / GPT
TutorialsOrdinary
An Allow Rule for MCP Server 'a' Also Matched 'a__b'. How Claude Code's Names Collided
Before Claude Code 2.1.299, an allow rule for mcp__a also allowed servers named a__b and a_. Why the names collide, a test, and a grep for your settings.
Source: DEV Community · Claude
ModelsOrdinary
https://developers.openai.com/blog/maintaining-software-with-the-gpt-6-family
https://developers.openai.com/blog/maintaining-software-with-the-gpt-6-family
Source: X:OpenAI Developers (@OpenAIDevs) · OpenAI / GPT
TutorialsOrdinary
Singularity News :: 0010
Bartender R2D66 explained the next step in evolution. Whisky made it sound reasonable. Welcome to...
Source: DEV Community
TutorialsOrdinary
A $1.35 fine-tune taught an open 4B model that CRA is ARC in French. It still writes NIS for SIN.
This is a submission for the Hacktoberfest Open-Source AI Challenge, Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Athena: Building a Local-First AI Change Intelligence & Release Engine
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
What an Empty Prompt Costs: Measure the Baseline Tokens of 4 Coding Agent CLIs
Every fresh agent session sends a system prompt, tools, MCP and memory files first. Measure it in Claude Code, Codex, Copilot CLI and OpenCode.
Source: DEV Community · Claude
TutorialsOrdinary
From Vibe-Coded to Trusted: One Agent Through Build, Scale, Govern and Optimize on Gemini Enterprise Agent Platform
Building an agent is easy now. Trusting it is the hard part. Here's how I took one agent all the way,...
Source: DEV Community · Gemini
TutorialsOrdinary
What if the scoreboard had no delay?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
Source: DEV Community
TutorialsOrdinary
Claude Code using a local LLM
I wanted a local model for the privacy it gives me. And if I do have to use a frontier model as the...
Source: DEV Community · Claude
TutorialsOrdinary
Posit AI Pass Makes AI Disclosure an Explicit Expectation for Published Work
Posit has made disclosure of material AI involvement an explicit expectation in its Posit AI Pass...
Source: DEV Community
ProductsOrdinary
https://app.lumalabs.ai/
https://app.lumalabs.ai/
Source: X:Luma AI (@LumaLabsAI)
ResearchOrdinary
Rethinking the design space of Vanilla Pixel Diffusion Transformers
Pixel-space diffusion models have recently re-emerged as a compelling alternative to latent diffusion, avoiding the lossy latent bottleneck and separately trained autoencoder. JiT shows that a vanilla diffusion transformer can generate dir…
Source: arXiv
ResearchOrdinary
Behavioral Couplings: From Formation to Behavioral Emergence in Language Models
Fine-tuning large language models (LLMs) can induce behaviors beyond those explicitly targeted. For example, training a model to respond more warmly can make it more sycophantic, and training it to write insecure code can cause broad misal…
Source: arXiv
ResearchOrdinary
AI-Driven Reproducibility and Analytical Robustness in Scientific Discovery
Reproducible and analytically robust research findings are essential to scientific progress, but evaluating these properties typically requires costly manual effort. We investigate whether LLM agents can help automate reproduction and robu…
Source: arXiv
ResearchOrdinary
DiscoveryRSI: Recursively Learning to Discover Valuable Hypotheses
Scientific discovery requires developing worthwhile hypotheses into practical investigations, yet learning from this evolving research process remains challenging. We introduce an operational definition of valuable and testable research hy…
Source: arXiv · GPT / Claude
ResearchOrdinary
Task-aligned spectral inductive biases in parameterized quantum circuits
Parameterized quantum circuits are widely investigated in quantum machine learning, yet how their architecture can provide task-aligned inductive biases remains poorly understood. We study data reuploading quantum circuits with two distinc…
Source: arXiv
ResearchOrdinary
Beyond the Answer: Student-Conditioned Trace Construction for Reasoning Distillation
A reasoning trace can accompany a correct answer without providing effective supervision for a particular student. We study how to construct traces that improve learning beyond answer-only supervision by considering both their intermediate…
Source: arXiv
ResearchOrdinary
Waiting Buys Exactly Two Moments: Endogenous Identification in Prediction-Driven Allocation
A planner with a fixed budget of preventive help must decide whom to help and when. Waiting reveals risk but removes intervention opportunities as higher-risk individuals leave first. We characterize this tradeoff under repeated noisy sign…
Source: arXiv
ResearchOrdinary
Quality-of-Transmission Estimation in Quantum Networks: Compute, Simulate, or Learn?
Future quantum networks will rely on control-plane decisions such as routing, scheduling, entanglement provisioning, purification, and memory allocation. Each decision depends on a timely and reliable estimate of the quality of the entangl…
Source: arXiv
ResearchOrdinary
Self-Building Labs
Self-driving laboratories (SDLs) accelerate scientific discovery by automating experimental execution and optimization. AI agents can increasingly propose new experiments, but existing SDLs can only run the procedures they were built for. …
Source: arXiv
ResearchOrdinary
ENFR: Evidence Networks with Flow-Matched References for Amortized Simulation-Based Model Inference
The evidence, $\mathcal{Z} = p(x | \mathcal{M})$, of a data-generating model $\mathcal{M}$ is a powerful tool in Bayesian frameworks: it enables model inference, model misspecification tests, and goodness-of-fit assessment as an alternativ…
Source: arXiv
ResearchOrdinary
Learning without relearning physical symmetry: an SO(3)-equivariant convolutional network (CNN) on the sphere
Many of the most important datasets in the physical sciences live natively on the sphere, and these data often carry no preferred position or orientation. Using methods that do not reflect this symmetry leads to far higher simulation requi…
Source: arXiv