Databricks launched Genie One, an AI agentic coworker, as part of a Genie suite that uses Genie Ontology to provide business data context for accurate answers and actions. The suite includes Genie Age…
Amazon Web Services announced new capabilities for Amazon Bedrock AgentCore, including managed knowledge bases and web search, to give AI agents broader access to organizational, web, and paid knowled…
AWS announced new features for AWS Security Agent at re:Invent 2025, including threat modeling using the STRIDE framework, expanded code review integrations with GitLab, Bitbucket, and Confluence, and…
An engineer proposes treating prompt engineering for site reliability engineering (SRE) workflows as reusable infrastructure, introducing three production-tested patterns: structured context injection…
A developer built an open-source Confluence MCP server that allows Claude Code to automate Confluence workflows directly from the terminal. The server exposes tools for publishing pages, syncing conte…
A developer advocates for intentionally scheduling 'no-code days' to improve long-term productivity and code quality. By dedicating time to architecture review, technical reading, and knowledge manage…
A developer at a large tech company argues that the specification for AI coding agents is written too late in the development process, leading to misalignment between team intent and agent output. The…
Atlassian will begin using customer data from its Jira and Confluence products to train its AI platform Rovo starting August 17, unless companies opt out. The policy allows Enterprise subscribers to f…
A developer argues that Confluence documentation inevitably goes stale because it's separate from code, and proposes tying documentation directly to code using tools like Spring Boot's springdoc-opena…
Amazon Web Services announced Amazon Bedrock Managed Knowledge Base, a new service that simplifies building enterprise generative AI applications by managing retrieval-augmented generation (RAG) pipel…
A developer built a local SQLite index called DevRecall that consolidates activity from Git, GitHub, Jira, Linear, Confluence, Slack and Google Calendar into a searchable CLI tool. The developer then …
A developer has identified a critical blind spot in API testing: the rise of LLM consumers that cannot read changelogs or respond to deprecation notices. Unlike traditional API consumers—known, versio…
A developer's team spent two months building an AI chatbot for internal documentation using retrieval-augmented generation, encountering high costs with GPT-4 and embedding generation on 50,000 pages …
VDF AI has launched an on-premise intelligence platform that orchestrates multi-agent AI workflows with dynamic model routing, automatically selecting the optimal model for each task based on complexi…
A systems architect with three years of enterprise consulting experience in the Bay Area has identified a critical security flaw in how most companies build internal AI agents. The standard Retrieval-…
A company redesigned its software development lifecycle to delegate 40% of tickets to AI agents, moving tasks from planning to production with human gates. The system uses context lakes, guardrails, a…
Confluent Cloud launched a new enterprise knowledge management architecture using Retrieval-Augmented Generation (RAG) that connects large language models to real-time streaming data, replacing batch-…
A practical implementation pattern for building a secure AI agent harness for a bank, moving beyond theoretical design principles. The system is structured with five layers—Engineer, FastAPI Agent Por…
Platform engineering should leverage existing tools like GitHub rather than building separate portals, as developers already spend most of their time in GitHub. It outlines a strategy using "golden-pa…
First-generation MCP servers, which wrapped REST APIs for tools like Jira and GitHub, caused excessive token usage and context bloat. It introduces the "ultra-mcp-toolkit," which uses strategies like …