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AWS put Bedrock Agents Classic into maintenance mode on 30 July 2026. Existing agents keep running, but new accounts get a 403 and the model catalog freezes. Here is the capability-by-capability migration map
Manu Shukla 
Google cut the Gemini Flash output rate from $9.00 to $7.50 per million tokens and made the model emit 17% fewer of them. Stack that against GPT-5.6 Luna at $1/$6 and Claude Sonnet 5's tokenizer change, and
Manu Shukla 
Google announced information agents at I/O on 19 May 2026: background agents that scan blogs, news and social posts 24/7 and send users a synthesized update instead of a link. Here is the publisher response, including
Manu Shukla 
MCP Apps shipped on 26 January 2026 as the first official MCP extension. Here is how the ui:// resource, the _meta.ui.resourceUri link, the sandbox CSP and the stateless 2026-07-28 core fit together.
Manu Shukla 
VS Code 1.129 moved agent sessions into a dedicated process on 15 July 2026. Sessions now outlive the window that started them, which makes chat.agentHost.enabled a platform decision, not a user one.
Manu Shukla 
ADK Python 2.0 went GA on 19 May 2026 and ADK Go 2.0 on 30 June 2026, both on a graph execution engine. How to choose between a workflow and an autonomous agent, with code and breaking changes.
Manu Shukla 
Browser tools for GitHub Copilot in VS Code became generally available on 1 July 2026 and ship enabled by default. These are the settings, policies and rollout order that keep agent browsing contained.
Manu Shukla 
The GitHub Copilot app went from technical preview to every Copilot plan on 7 July 2026, including Free and Education. The mechanism that makes parallel agents work is the git worktree.
Manu Shukla 
Vendor posts say OpenTelemetry's GenAI client spans went stable in early 2026. The specification says Development on every page, which sits below Alpha. Here is what that means for your instrumentation.
Manu Shukla 
On July 16, 2026, 1Password launched 1Password for Claude: a zero-exposure model that lets an AI agent complete logins and one-time codes while the secret never enters the model. Here is how it works.
Manu Shukla 
Five agent frameworks hit production maturity by mid-2026: LangGraph 1.0, CrewAI, Microsoft Agent Framework 1.0, Pydantic AI V2 and LlamaIndex Workflows 1.0. Here is how to choose by your dominant constraint.
Manu Shukla 
Prompt injection in agentic browsers like Atlas and Comet has no reliable fix, and Atlas stops working on 9 August 2026. Here is a rollout decision and 7 controls, from isolation to DLP, for security teams.
Manu Shukla 
Buying an AI support agent costs roughly $0.99 to $2 per resolution; building one in India runs about Rs 8-20L plus API. This 2026 guide shows the real numbers, the resolution benchmarks that decide ROI, and
Manu Shukla 
Amazon Bedrock AgentCore is AWS's platform for production AI agents. Its Web Search tool reached GA on 17 June 2026 at $7 per 1,000 queries. Build a cited, web-grounded agent over MCP, with code and pricing.
Manu Shukla 
MCP connects AI agents to your internal systems, and 78% of enterprise teams already run it. But 43% of public servers had command-injection flaws. What a production-grade custom MCP server needs in 2026, and how
Manu Shukla 
Meta's Muse Spark 1.1 API launched at $1.25/$4.25 per million tokens, about a quarter of OpenAI and Anthropic rates. The real monthly cost math against GPT-5.6 and Claude, plus when switching your agents makes sense.
Manu Shukla 
India's NPCI is designing a Unified Agent Protocol so AI agents can be registered and authorised to make UPI payments, pending RBI approval. For fintech teams, prep starts now: identity, limits and logs.
Manu Shukla 
The 2026-07-28 MCP revision removes the initialize handshake and the protocol-level session, so any instance can serve any request. The maintainers say nothing switches off on 28 July.
Manu Shukla 
Four vendors rebuilt their agent runtimes around the session in 2026, and they agree on routing but disagree on the compute primitive underneath. A comparison of AWS AgentCore, Azure AI Foundry, Google Agent Engine
Manu Shukla 
LangChain's June 2026 survey of 1,340 practitioners found 89% run observability but only 52.4% run offline evals. Here is the four-gate CI setup that closes the gap.
Manu Shukla 
Three vendors now sell an agent that takes a task and returns a finished document. They bill in three incompatible ways, and independent research says reliability still trails capability.
Manu Shukla 
Agents do not crash. They return a confident, plausible, wrong answer, and nothing goes red. Gartner expects over 40% of agentic AI projects to be cancelled by the end of 2027. Here is what to instrument, what to score
Manu Shukla 
MCP's 2026-07-28 spec is the largest revision since launch and it breaks things: the initialize handshake and Mcp-Session-Id are gone. Three ways to expose legacy systems to AI agents, and what each actually costs.
Manu Shukla 
Eleven CVEs landed against Model Context Protocol implementations in April 2026, and Anthropic called the underlying STDIO behaviour expected. Here is what that means for anyone running MCP servers in production
Manu Shukla 