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Recent posts tagged agentic

Level UI • 20 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
ScriptMasterLabs • Oct 6 • in Articles • 1 min read
Tavily Alternatives
The short answer: Tavily charges per search with plan tiers. The cheapest measured alternative in ScriptMasterLabs' October 2026 test was $0.001 per accepted page read via x402 — you pay only when the page comes back clean, with 96 successful settle...
  • x402
  • webscraping
  • ai
  • agentic
1 Reactions 1 Comments
galian • Oct 2 • in Articles • 20 min read
Per-Tenant LLM Budgets: Stop One Customer From Spending Your Whole Model Bill
Picture a hypothetical B2B app with an AI assistant in every customer workspace. One customer wires it into a nightly job that loops over tens of thousands of documents, each sent with a long context and a generous maxtokens. Every request is valid a...
post-cover-29520
  • ai
  • agenticai
  • agentic
  • dev
0 Reactions 1 Comments
Vin Patel • Sep 19 • in Articles • 2 min read
Can EnvHarness Turn Static Worlds Into Real Agent Training Grounds?
Originally published at vinpatel.comhttps://vinpatel.com/dispatch/can-envharness-turn-static-worlds-into-real-agent-training-g/?utmsource=devto&utmmedium=syndication&utmcampaign=dispatch What actually happens when a research team says they've made a...
post-cover-27749
  • ai
  • agentic
  • research
  • infrastructure
3 Reactions 1 Comments
fluxread • Sep 17 • in Articles • 1 min read
For developers, llms.txt offers undeniable efficiency. For marketers, it offers zero proof. The data
As developers, we know how messy raw HTML can be for parsers. The llms.txt standard addresses this directly, reducing token consumption by up to 10x for the same content. But is shipping it an optimization priority or just industry noise? We went be...
post-cover-27542
  • agentic
  • seo
  • ai
  • ai-search
3 Reactions 2 Comments
PaulChen088 • Aug 20 • in Articles • 6 min read
Closing the Loop: From Contradiction Detection to Automated Resolution
The Problem Every knowledge base accumulates contradictions. A new source arrives that disagrees with something already compiled, an updated report revises a market-share figure, two documents describe the same event differently. Under normal condi...
post-cover-25024
  • agentic
  • automation
  • llm
  • workflows
6 Reactions 3 Comments
galian • Aug 14 • in Articles • 7 min read
Grok 4.6 Is Out — Reading the Benchmark Table Honestly, and What It Costs to Run Agents On Tags: ai,
SpaceXAI released Grok 4.6 on August 12, 2026https://x.ai/news/grok-4-6, about a month after Grok 4.5. The pitch is narrow and specific, which I appreciate: the release is aimed at long-running agents and at "more ambitious interactive and visual wor...
post-cover-24632
  • ai
  • agentic-ai
  • agentic
0 Reactions 0 Comments
galian • Jul 17 • in Articles • 4 min read
The AI Engineering Skill Map for 2026: What to Learn, in What Order (and Why)
"AI engineer" went from a niche title to one of the most demanded roles in software in about three years — and the job description is still a moving target. One posting means "fine-tunes models," another means "wires LLM APIs into a CRM," a third mea...
post-cover-22875
  • ai
  • agentic
  • agenticalai
2 Reactions 0 Comments
Tom Smithverified • 16 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
galian • Jul 15 • in Articles • 1 min read
Building a Reliable Agentic Loop: Retries, Tool Errors, and Knowing When to Stop
Every "build an AI agent" tutorial shows you the same twelve lines: a while loop, a call to the model, a check for tool calls, execute them, feed the results back, repeat. It runs, the agent uses a tool, you feel like a wizard. Then you put it in fro...
post-cover-22749
  • ai
  • rag
  • agentic
  • agentic-ai
1 Reactions 1 Comments
galian • Jul 13 • in Articles • 9 min read
Why LLMs Return Broken JSON — and How Structured Outputs Actually Fix It
You asked the model for JSON. You even wrote "respond ONLY with valid JSON, no other text" in capital letters. And it mostly works — until the one call in fifty where the model wraps the object in json fences, prepends "Sure! Here's the data you requ...
post-cover-22462
  • ai
  • agenticai
  • agentic-ai
  • agentic
2 Reactions 0 Comments
galian • Jul 9 • in Articles • 9 min read
Prompt Injection: The LLM Vulnerability You Can't Patch
You've spent your career learning to distrust input. You parameterize SQL queries so a user's name can't become a DROP TABLE. You escape HTML so a comment can't become a . In every one of those cases there's a clean fix, because there's a clean bound...
post-cover-22164
  • ai
  • agenticai
  • agentic
  • programming
3 Reactions 1 Comments
galian • Jun 29 • in Articles • 8 min read
Kiro vs Cursor: Spec-Driven or Flow? Choosing Your Agentic IDE in 2026
If you're shopping for an AI coding environment in 2026, two names keep surfacing in very different conversations. Cursor shows up when developers talk about raw speed and staying in the flow. Kiro, AWS's agentic IDE, shows up when teams talk about s...
post-cover-21578
  • ai
  • agenticai
  • agentic
  • kiro
3 Reactions 3 Comments
Eve_AI_Cosmic • Jun 1 • in Articles • 6 min read
I built a local Claude Code alternative with Ollama — here's how the agentic loop works
!Image descriptionhttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/qowcx5ryq1wlj7ntjst0.png This is a submission for the GitHub Finish-Up-A-Thon Challengehttps://dev.to/challenges/github-2026-05-21 What I Built Eve Agent V2 Unleashed is a s...
post-cover-19450
  • aiagents
  • ai
  • agentic
3 Reactions 1 Comments
Dr Santu Roy • May 6 • in Articles • 4 min read
The 2026 Guide to Agentic Commerce: How to Make Your Business Shoppable for AI Agents (SMB Framework
The 2026 Guide to Agentic Commerce: How to Make Your Business Shoppable for AI Agents SMB Framework Agentic Commerce Protocol Framework for SMBs 2026 Intro: The Day an AI Bought My Product Without a Human I still remember this clearly. Around lat...
post-cover-16913
  • agentic
  • commerce
  • ai
  • ecommerce
1 Reactions 0 Comments
Coder2100 • Jan 28 • in Articles • 2 min read
Agentic Reasoning for Large Language Models: A Comprehensive Survey and Critical Analysis
The Rise of Agentic Reasoning: How AI Is Evolving from Chatbots to Autonomous Problem-Solvers Artificial intelligence is undergoing one of the most profound shifts in its history. For years, Large Language Models LLMs were celebrated for their abi...
  • agentic
  • reasoning
  • llm
  • ai
5 Reactions 1 Comments
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