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Anthropic shipped local session transcript endpoints on 11 August 2026, exposing Cowork and Claude Code conversations to reviewers. Five common setups return nothing, and the export loop skips messages.
Manu Shukla 
Agentic models burn 5 to 30 times the tokens of a chatbot, and Gartner expects cost per agentic workflow to rise more than fivefold through 2028. The human comparator, meanwhile, is unsourceable.
Manu Shukla 
A2A reached 150 supporting organisations and a stable 1.0 specification in 2026, while MCP shipped a stateless protocol core on 28 July 2026. Most enterprise agent systems need only one of them. Here are five tests that
Manu Shukla 
OpenAI's internal red-teamer beat human red-teamers 84% to 13% and broke a live vending-machine agent. GPT-5.6 Sol now fails 0.05% of those attacks. Here is why a hardened model is not a defence plan, and the seven
Manu Shukla 
Gartner expects over 40% of agentic AI projects canceled by 2027 and MIT found 95% of gen AI pilots delivered no measurable P&L impact. Here is the scoping discipline that gets enterprise agents to production.
Manu Shukla 
On July 30, 2026 Oracle put Gemini 3.1 Flash Lite and 3.5 Flash inside Fusion Applications and NetSuite. Here is what the multi-model move means for enterprise AI, data governance, vendor lock-in, and
Manu Shukla 
Agentforce and Copilot Studio price AI agents in different units. We break down the conversation, Flex Credits and per-credit models, the break-even points, and the 2026 prerequisites that move the real bill.
Manu Shukla 
A readiness checklist for governed autonomous desktop agents: sandboxed runtimes, least privilege, human approval gates, audit trails, and evaluation, mapped to the ServiceNow Project Arc and NVIDIA OpenShell stack.
Manu Shukla 
A Zinnov-ProHance study found 92% of India's GCCs are piloting or scaling AI, yet over 70% lack a structured way to prove ROI. Here is a five-dimension, finance-legible framework to measure AI value across maturity
Manu Shukla 
Cohere Command A is a 111B open-weights model with a 256K context, 150% higher throughput than Command R+, and the same $2.50/$10 rate card. A 2026 migration guide, plus where Cohere fits against GPT-5.6 and Claude.
Manu Shukla 
Frontier models cluster within points on every eval, and your workload reorders them. A senior engineer's scorecard for choosing an LLM in 2026: predictability, latency, token economics, and supervision load.
Manu Shukla 
On July 27, 2026, NVIDIA and 36 partners launched the Open Secure AI Alliance and open-sourced the NOOA agent framework. Most of the tooling predates the alliance. Here is what is new, and a decision framework
Manu Shukla 
Over 40% of agentic AI projects will be cancelled by the end of 2027, Gartner says, on escalating cost, unclear value and weak risk controls. A build plan for staying in the surviving 60%.
Manu Shukla 
OpenAI's Secure MCP Tunnel lets ChatGPT, Codex and the Responses API reach a private or on-prem MCP server over an outbound-only HTTPS path, with no inbound ports. How it works, how to set it up, and how to harden it.
Manu Shukla 
Anthropic, Blackstone and Hellman & Friedman launched Ode with Anthropic on 15 July 2026: 100 engineers, a $1.5 billion valuation, and a Claude-first delivery model. The launch prices the scarcest input in enterprise
Manu Shukla 
OpenAI Presence is a limited-availability, Forward Deployed Engineer-led product with no list price. The Realtime API is self-serve with published rates. Three numbers, and one eligibility question, decide which path
Manu Shukla 
AWS closes Amazon Q Business to new customers on 31 July 2026 and points existing customers at Amazon Quick. The migration runs through Bring Your Own Index, and the access-control defaults change underneath you.
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 
Anthropic's Ode is valued at $1.5 billion; OpenAI's rival venture raised $4 billion at a $10 billion valuation. Both bet that implementation, not models, is the trillion-dollar business. Ode has 100 engineers and works
Manu Shukla 
Agents run heavy queries across your whole organisation. If the data is fragmented, the agent is guessing. Here is what the data layer needs before an agent is worth deploying.
Manu Shukla 
Stanford found RAG-backed legal tools still hallucinate 17-34% of the time. Here is what an enterprise RAG knowledge assistant costs in 2026, which retrieval setup actually works, and how eCorpIT builds one.
Manu Shukla 
Quess Corp's Q1 FY27 report puts India's AI and data analytics supply-demand gap at 36-40%, the widest of any capability. GCCs stopped competing for that pool and started converting the engineers they already employ
Manu Shukla 
Microsoft, Amazon, OpenAI and Anthropic have all committed billions to putting their own engineers inside your company. Here is how to decide who should actually deploy your AI, and the conflict each model carries.
Manu Shukla 
On July 2, 2026, Mark Zuckerberg told Meta staff that AI agent progress had not accelerated as executives expected, after 8,000 layoffs and up to $145 billion of 2026 capex. Gartner puts agent pilot failure at 89%. Six
Manu Shukla 