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Editing the tools array mid-session invalidates the whole Claude prompt cache. Mid-conversation tool changes, under the inline-tools-2026-09-15 beta on the Claude API, swap that edit for two blocks.
Manu Shukla 
GitHub shipped two Copilot cloud agent changes on 3 August 2026: a per-task reasoning level and automations that fire on issue or pull request comments. Both raise token spend, and GitHub's billing doc says nothing
Manu Shukla 
Zendesk removes AI agents Essential and legacy bot builder on 10 December 2026, development ends 31 August. Rebuilds are manual, agents are now single-channel, and billing moved to resolution tiers in May.
Manu Shukla 
Machine identities outnumber humans 109 to 1 and 12% of organisations have given AI agents privileged access to core systems. Okta's Permiso deal shows where agent identity governance is heading.
Manu Shukla 
Gemini Enterprise now traces an agent call end to end, from the assistant prompt through the orchestration layer to the third-party API. Two new spans, a 30-day retention window and a $0.20 per million span meter decide
Manu Shukla 
GoDaddy, Cloudflare and AWS now all register domains over an API, and coding agents can call them. The three purchase contracts differ in ways that decide whether a retry costs you nothing or charges you twice.
Manu Shukla 
Amazon charges $7 per 1,000 web search queries, Microsoft $14 per 1,000 transactions and Google up to $35 per 1,000 grounded prompts. The same 200,000-query month costs $1,000 to $5,425.
Manu Shukla 
OpenAI is deprecating Atlas and moving browser agents into ChatGPT and Codex. Atlas stops working on 9 August 2026, bookmarks and cookies do not transfer, and the browser stops receiving security updates.
Manu Shukla 
Notion's hosted runtime leaves free beta on 11 August 2026 and starts drawing Notion credits at about $0.0023 per run. Here is the arithmetic, the volume at which the bill overtakes a $5 Cloudflare Workers subscription
Manu Shukla 
OpenAI published ten new mathematical results on 1 August 2026, produced by an internal Astra model for roughly $2,000 in tokens. The transferable lesson is not the model: every result shipped with a machine-checkable
Manu Shukla 
Gartner puts $234B of enterprise SaaS spend at risk from agentic arbitrage by 2030, and 97% of SaaS CEOs plan to drop seat pricing. Here is a practical framework to audit your stack, score each tool's exposure
Manu Shukla 
The Azure OpenAI Assistants API stops working on August 26, 2026. Here is the migration to Microsoft Foundry Agent Service: the SDK change, threads to conversations, runs to responses, and which tools carry over.
Manu Shukla 
Cloudflare's Agents SDK, Durable Object Facets and Dynamic Workflows make per-agent isolation and near-zero idle cost practical in 2026. A build guide with a decision table versus AWS Bedrock AgentCore and Vercel.
Manu Shukla 
DBOS makes AI agents durable by checkpointing every step to Postgres, so a crashed agent resumes where it left off, no Temporal server. How it works, the July 2026 releases, code, and when Temporal still wins.
Manu Shukla 
Enterprises run up to 660 SaaS apps, 53% of licenses sit idle, and Gartner puts $234B of SaaS spend at risk from agentic arbitrage by 2030. Here is how eCorpIT audits your stack, scores what to consolidate, and replaces
Manu Shukla 
On August 1, 2026, Google Cloud began billing Semantic Governance Policies on the Gemini Enterprise Agent Platform, charging evaluation-model tokens for every governed agent action. Here are the metered rates, a worked
Manu Shukla 
Agent memory is production infrastructure in 2026. Mem0, GoodMem, Zep, Letta and Cloudflare take five approaches; compare pricing, benchmarks and architecture.
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 
State-of-the-art function-calling agents still solve under 50% of real tasks and stumble on retries. A 2026 guide to evaluating LLM tool-use reliability with pass^k, tau-bench, BFCL, and your own eval harness.
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 
Alibaba's Qwen3.7 Flash is the cheapest way into a 1M-token vision model, until you fill the window. Here is the tier-by-tier cost math against Gemini 3.5 Flash-Lite and GPT-5.6 Luna for high-volume agents.
Manu Shukla 
The protocol your agent's tools speak has a cost the usual API debate ignores: the tokens each schema burns inside the model's context. A 2026 decision guide across REST, GraphQL and gRPC, with token math, latency
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 
Google Gemini 2.5 Computer Use, Anthropic's Claude computer-use tool and OpenAI computer-use-preview all drive real browser UIs in 2026. Compare price, OSWorld benchmarks, safety and environment support before you build.
Manu Shukla 