Category
AI Tools
Hands-on AI tools and utilities — token counters, cost calculators, model comparisons, and the practical tooling that makes LLM engineering measurable.
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MTurk is closing to new customers: 6 human-data alternatives compared for 2026
MTurk stops taking new customers on 30 July 2026, after a study found up to 46% of its text workers used LLMs. Six alternatives for human data and labeling, compared on price, quality and fit.
Manu Shukla -
18 OpenAI models shut down on 23 July 2026: the migration map, and 3 the docs page leaves out
OpenAI's 22 April 2026 deprecation email listed 18 model snapshots shutting down on 23 July 2026. The public deprecations page lists 15 of them. Here is the full map, what each one migrates to, the four shutdown dates
Manu Shukla -
Gemini 3.6 Flash cuts output tokens 17%: the real agent cost vs GPT-5.6 Luna and Claude Sonnet 5
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 -
Assistants API shuts down 26 August 2026: what OpenAI's migration guide leaves out
OpenAI's Assistants API sunsets on 26 August 2026, 36 days from now. The replacement objects do not map one to one, prompts are dashboard-only, and OpenAI will not ship a thread migration tool.
Manu Shukla -
Copilot retires 2 Gemini models on 31 July 2026: the admin migration checklist
GitHub retires Gemini 2.5 Pro and Gemini 3 Flash across every Copilot surface on 31 July 2026, naming Gemini 3.1 Pro and Gemini 3.5 Flash as replacements. Here is the admin checklist.
Manu Shukla -
GitHub Copilot app in 2026: 3 parallel agents, 1 repo, zero merge chaos
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 -
TabPFN vs XGBoost in 2026: 1673 against 1375 Elo, and where trees still win
Gradient-boosted trees stopped setting the accuracy frontier on tabular data in 2026. But the benchmark that shows it also shows why XGBoost and LightGBM still belong in production, and the answer is not the one most
Manu Shukla -
8 AI image generation APIs compared: real per-image cost in 2026
A per-image cost comparison of 8 production image-generation APIs in July 2026, with the token math behind the headline prices, a 1,000-image monthly budget, and a decision guide for teams building image features.
Manu Shukla -
Cursor Automations in 2026: wire event-triggered coding agents to Slack, CI, and timers
Cursor Automations, live since March 2026, run cloud agents on a timer or on events from Slack, GitHub, Linear and PagerDuty. This guide covers setup, six useful workflows, costs on Pro and Ultra, and guardrails.
Manu Shukla -
DeepSeek retires deepseek-chat and deepseek-reasoner on July 24, 2026: your V4 migration checklist
On July 24, 2026 at 15:59 UTC, DeepSeek retires deepseek-chat and deepseek-reasoner, and calls using them then fail. Here is the exact migration to deepseek-v4-flash and deepseek-v4-pro.
Manu Shukla -
Intelligent document processing in 2026: KYC and claims automation for Indian BFSI
Banking, insurance and lending drown in documents. Here is how intelligent document processing automates KYC and claims for Indian BFSI in 2026, what accuracy to expect, how AWS, Google and Azure compare, and how
Manu Shukla -
$0.04 a minute: gpt-realtime-2.1 voice agents with reasoning and tool use (2026 build guide)
OpenAI's gpt-realtime-2.1 and its mini added reasoning and tool use to speech-to-speech voice agents on July 6, 2026. Here is the real per-minute cost math and how to architect a production build.
Manu Shukla -
Inkling, Thinking Machines' 975B open-weights model: adopt it or wait in 2026?
Thinking Machines shipped Inkling, a 975B open-weights model with 41B active, 1M context and native audio and vision. Here are the benchmarks against Kimi, DeepSeek and the closed frontier, the real cost, and who should
Manu Shukla -
Custom MCP servers in 2026: connect your enterprise data to any AI agent
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 -
Gemini 3.5 Pro vs GPT-5.6 vs Claude Fable 5: which wins in 2026 (real benchmarks)
Everyone compares Gemini 3.5 Pro with GPT-5.6 and Claude Fable 5 off leaked specs. Here is the honest 2026 picture: official prices and benchmarks for what ships today, and why Gemini 3.5 Pro is not really out.
Manu Shukla -
Kimi K3 for coding teams in 2026: benchmarks, real cost and adopt-vs-wait
Kimi K3 leads the Frontend Code arena and ships open weights by July 27, 2026. A senior engineer's read on its coding benchmarks, $3/$15 API pricing, self-host reality and the adopt-vs-wait decision.
Manu Shukla -
Muse Spark 1.1 API is 6x cheaper than GPT-5.6: should you switch your AI agents?
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 -
Cursor's Premium seat at $120: the 2026 seat-mix math that decides your AI coding bill
Cursor split Teams usage into two pools and added a $120 Premium seat for renewals from 1 July 2026. Premium buys 5x the included usage at 3x the cost, which makes its included usage 40% cheaper per unit. Here is
Manu Shukla -
Kimi K2.7 Code costs $0.95/M in GitHub Copilot and loses 6 of 6 benchmarks to GPT-5.5
GitHub made Kimi K2.7 Code generally available in Copilot on 1 July 2026, the first open-weight model in the picker. It is the cheapest Versatile model on the price list, and Moonshot's own benchmark table puts it
Manu Shukla -
Agent evals in CI/CD: 4 gates that catch silent failures before customers do (2026)
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 -
ChatGPT Work vs Claude Cowork vs Copilot Cowork: which 2026 office agent ships finished work
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 -
Claude India pricing 2026: the ₹2,000 Pro plan is 24% over US list, 5% after GST
Anthropic began showing rupee prices in India on July 13, 2026. Claude Pro lists at ₹2,000/month against $17 in the US. Most of that 24% gap is GST, not an India surcharge - and the plan-versus-API decision matters far
Manu Shukla -
RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout
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 -
GLM-5.2 self-hosted vs API in 2026: what an open-weight coding agent really costs
Z.ai's GLM-5.2 is the strongest open-weight coding model of 2026 and a third of Claude Opus 4.8's input price. Self-hosting it is another bill: 753B parameters, 1.5 TB of weights, a GPU node rented by the hour.
Manu Shukla -
Neo's $30M bet against Microsoft Office: what AI-native work software means for your stack
Bhavin Turakhia launched Neo on July 2, 2026, backing it with $30 million of his own capital and a 45-person team in Bengaluru. The pitch: workplace software built before AI cannot be fixed with a chatbot bolted on
Manu Shukla -
GPT-5.6 pricing in 2026: choosing Sol, Terra or Luna by workload
OpenAI's GPT-5.6 shipped on July 9, 2026 in three tiers, Sol, Terra, and Luna, priced from $1 to $30 per million tokens. How to match each tier to coding, agent, and high-volume workloads by cost.
Manu Shukla -
Nurix bought Verloop.io in 2026: what voice-AI consolidation means for CX
Nurix AI acquired Verloop.io in July 2026, folding chat that powers 20M+ monthly interactions into its NuPlay voice AI. Inside the voice-AI consolidation reshaping enterprise CX in India.
Manu Shukla -
Grok 4.5 costs 60% less than Claude Opus: an honest 2026 evaluation
Grok 4.5, from the newly renamed SpaceXAI, is priced at $2/$6 per million tokens and pitched as Opus-class at lower cost. Here is where it fits for enterprise coding and agents, and where it does not, in 2026.
Manu Shukla -
Gemini 3.5 Pro is still in preview in July: what enterprise teams evaluating it should do now
Gemini 3.5 Pro entered July 2026 still in limited preview, with no confirmed GA date, benchmarks or final pricing, after slipping from a June target. What enterprise teams evaluating it should do now.
Manu Shukla -
GPT-5.6 goes GA as Sol, Terra and Luna: how to pick the right tier for enterprise workloads
GPT-5.6 reached general availability on July 9, 2026 as three models: Sol at $5, Terra at $2.50 and Luna at $1 per million input tokens. How to pick the right tier for coding, agents and high-volume work.
Manu Shukla -
GPT-5.6 vs Claude Sonnet 5: which model should run your enterprise agents in 2026?
Anthropic shipped Claude Sonnet 5 on 30 June 2026; OpenAI made GPT-5.6 generally available on 9 July 2026. Here is how they compare on price, agentic benchmarks, availability and governance.
Manu Shukla -
Microsoft's Copilot Sales and Service Agents hit GA: agentic AI moves into the enterprise stack
Microsoft's Service Agent reached general availability on 30 June 2026, with Sales Agent alongside. Here is what the Dynamics 365 and Copilot agents do, what they cost, and when to build instead.
Manu Shukla -
5 photorealistic Image Playground use cases for marketing teams in iOS 27
Image Playground in iOS 27 generates photorealistic images natively for the first time, built on Private Cloud Compute and watermarked with SynthID. Here are five use cases for marketing teams and the disclosure
Manu Shukla -
AI chatbots for customer service: 2026 cost-savings benchmarks
AI resolves a support ticket for about $0.62 versus $7.40 for a human, deflects 41.2% of tier-1 contacts at the median, and returns first-year ROI near 340%. The refreshed 2026 AI customer service cost benchmarks.
Manu Shukla -
7 free AI tools that make LLM costs measurable in 2026
LLM API prices run from $0.14 to $30 per million tokens in June 2026, and agentic workloads multiply the bill. Seven free, open-source tools that make engineering teams' LLM spend measurable and attributable.
Manu Shukla -
6 free AI cost tools every LLM engineering team needs in 2026
With 98% of FinOps teams now managing AI spend, LLM cost control is a 2026 priority. Here are 6 free, mostly open-source tools, from LiteLLM and Langfuse to tokencost and OpenCost, to measure LLM spend.
Manu Shukla -
7 AI cost tools every engineering team should use to cut LLM spend in 2026
Strategic optimisation can cut LLM costs by 60 to 80 percent. Seven AI cost tools, from observability with Langfuse to prompt compression with LLMLingua, that engineering teams use to cut token spend in 2026.
Manu Shukla -
LLM Token Counter for 25+ Models: GPT-5, Claude, Gemini Cost (2026)
Free LLM token counter for 25+ models — GPT-5, Claude Opus, Sonnet, Gemini, Llama, DeepSeek. Side-by-side cost calculator, 100% client-side, no signup.
Manu Shukla