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ProgrammingDEV Community ·

From Agent Protocols to Semantic Agent Runtimes

A simpler way to understand where agentic architecture is going The current generation of agentic systems is already solving several difficult problems. Agents can call tools through the Model Context Protocol (MCP). They can communicate with other agents through the Agent2Agent Protocol (A2A). They can execute isolated workloads through sandboxes and increasingly portable WebAssembly components. They can propagate distributed traces, authenticate remote identities, and apply policies before or after tool execution.

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ProgrammingDEV Community ·

Dos Protocolos de Agentes aos Runtimes Semânticos

Por que o AllasCode, meu runtime Zig com uma arquitetura um evolutiva, adaptativa, generativa, anti-fragil e com auto-cura baseada em intenção; precisa de uma camada acima de MCP, A2A e Wasm. Os sistemas agentivos estão evoluindo rapidamente. Hoje já temos protocolos para agentes conversarem com ferramentas, protocolos para agentes conversarem com outros agentes, runtimes para executar tarefas de longa duração, mecanismos de observabilidade, motores de políticas e plataformas capazes de executar código de forma isolada. Mas existe uma questão que ainda permanece parcialmente sem resposta: Como

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ProgrammingDEV Community ·

Deepfake Detection API: Adding Image and Video Verification to Your Platform

If your platform accepts user-uploaded images or video, synthetic media is already in your pipeline. Profile photos, ID selfies during onboarding, product listing images, UGC clips submitted to a newsroom, video testimonials. Some fraction of that is generated or manipulated, and the fraction is growing. This guide covers adding detection using the DeepfakeDetector.ai API: getting a key, scanning an image, handling video asynchronously, parsing the response defensively, and, the part most guides skip, designing your product around a result that is a probability rather than a fact. What the API

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ProgrammingDEV Community ·

Five Stop Conditions Every Production Claude Tool Loop Needs

A demo agent loop runs until the model says it is done. A production loop cannot work that way. Each tool call is a request to change something, and your code, not the model, decides when the loop stops. Claude returns a structured tool-use block: a tool name and arguments. Before anything runs, the application checks five things: Schema: the arguments have the right shape.

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ProgrammingDEV Community ·

Field Break: an open-weight AI that tells you to close the screen

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass. I built Field Break, a deliberately small AI tool whose success condition is that you stop using it. You tell it four things: how many minutes you have; your energy level; what kind of outdoor space is nearby; one constraint, such as “stay close to home” or “no car”. It returns one micro-adventure that can start almost immediately, plus a final instruction telling you when to lock the screen. That last part is the product idea.

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ProgrammingDEV Community ·

Claude Message Batches: What to Do With Each Result State

The Message Batches API processes independent Messages API requests asynchronously. Submitting a batch is easy. The design work is in what happens after the results come back, especially when some succeed and some do not. Use a batch for independent work that can wait: evaluations, document classification, data analysis. Use an interactive request when a person or service needs the answer before it can continue.

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ProgrammingDEV Community ·

5 Reasons Claude Code Seems to Ignore Your CLAUDE.md

When Claude Code skips a rule you wrote in CLAUDE.md, the file is rarely broken. Usually the rule never loaded, lost to a conflicting rule, or was never something a context file could enforce. These are the five causes to check, in order. Claude Code loads CLAUDE.md and CLAUDE.local.md from the directory where the session starts and from every parent directory. A file in a sibling package does not apply just because it exists in the repository.

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ProgrammingDEV Community ·

Claude Code MCP: Connected but Not Working? Check These Three Gates

An MCP server can appear in claude mcp list and still fail the first real request. In most cases the connection is fine and one of three separate gates is closed. Checking them in order saves a lot of configuration churn. Every MCP request from Claude Code passes three independent checks: Gate Question it answers Who controls it 1. Project-server approval May Claude Code load this connection in this project?

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ProgrammingDEV Community ·

How to stop hand-maintaining monorepo CI path filters!

Monorepo CI has one recurring chore: every workflow carries a paths: list that someone has to keep in sync with the code. Add a shared library, forget to add it to three filters, and a breaking change sails through CI untested. dynamic-monorepo is a GitHub Action that works out which projects a push or pull request affects, including projects that depend on what changed. It reads the manifests you already have (package.json workspaces, go.mod, Cargo.toml, pyproject, pom.xml, Gradle, .csproj, Dockerfile, Helm), so most repos need no config at all! Example 1: All separate workflows into one raja

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ProgrammingDEV Community ·

I Built VitaRecall: A Health AI Companion That Remembers Without Pretending to Be a Doctor

Health is too serious for an AI to pretend to be a doctor. That is why I think health-related AI should start with a more careful role: helping people prepare for care, not diagnosing them, prescribing medication, or replacing emergency services. I built VitaRecall, an AI care-preparation companion that helps patients: prepare questions before an appointment organise notes and care preferences keep track of follow-up tasks continue a conversation without repeating what matters to them VitaRecall is built with Gemini and uses Walrus Memory on mainnet for patient-controlled continuity across new

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ProgrammingDEV Community ·

Building ResilienceLab: retries, circuit breakers, and tracing in .NET 10

I wanted to build something useful and ended up creating ResilienceLab 0.5.0, an experimental resilience library for .NET 10 with its own API and an MIT license. I developed it with coding agents, reviewing the contracts and checking the results. It includes retries for exceptions and generic results, cooperative timeouts, circuit breakers, fallback, rate limiting, hedging, and an HTTP adapter integrated with IHttpClientFactory. Optional observability uses logs, metrics, and ActivitySource traces. In the catalog API, I composed these layers from outside to inside: Fallback → Circuit breaker →

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