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November 12, 2026
Gemini 4 Carbon vs Argon: The Thinking Bill
Gemini 4 Carbon bills at Argon rates but writes more thinking tokens. At 2x output it must finish in 41 turns where Argon takes 60.
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Latest article
November 12, 2026
Gemini 4 Carbon bills at Argon rates but writes more thinking tokens. At 2x output it must finish in 41 turns where Argon takes 60.
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November 11, 2026
Muse Ember costs $0.028 per 20-turn Claude Code subagent task, Haiku 5.5 $0.081. Same $0.10/$0.50 rate; the 100K tier decides.
Read articleNovember 10, 2026
Claude Fable 5.2 costs $7.66 per 60-turn cached agent session vs $4.54 on Opus 5.5. It only wins if it needs about half the turns.
Read articleNovember 9, 2026
Arete-27B GGUF memory: Q4_K_M needs 18.16 GiB at 32K. It keeps Qwen3.8-27B's layers but ships without the MTP draft head.
Read articleNovember 8, 2026
Gemini Omni 1.2 Flash video costs $0.0695/s at 720p. Edits are billed as new clips, so one 15s reel runs $5.56 to $7.30.
Read articleNovember 7, 2026
Ripple-65B Preview memory worked out: 53.28 GiB NVFP4 weights, 8.25 GiB of KV at 128K, 69.06 GiB on a DGX Spark with the draft.
Read articleNovember 6, 2026
Tencent Hy4 agent cost worked out: $0.773 per cached 60-turn session at list, $0.386 on OpenRouter, $0.235 on DeepSeek-V4-Pro.
Read articleNovember 4, 2026
Which GPU runs NVIDIA Nemotron 3.5 Transcribe: real BF16, FP8 and NVFP4 file sizes, 6 KiB of KV per token, and 19.28% Hinglish WER.
Read articleNovember 3, 2026
Z.ai GLM-Legal (glm-5.3-flashx-legal) bills $0.37/$1.25, five times the Vals listing. One contract review costed, DXE MCP, India gaps.
Read articleNovember 2, 2026
Open diffusion LLM Clover-35B-A3B needs 18.24 GiB for its smallest GGUF and 20 KiB of KV per token. Which GPUs fit, and setup.
Read articleNovember 1, 2026
Pika H3 Flex bills a 4K finish as the price minus the 480p draft. Eight takes of a 15s reel cost $2.25, plus local VRAM needs.
Read articleOctober 31, 2026
Particle-1 cuts output tokens 28%, yet on Particle's own prices a cached agent task costs 5.7% more than DeepSeek direct. The 93.9% break-even.
Read articleOctober 30, 2026
LFM3-1.7B caches KV on 6 of 24 layers, so Q4_K_M at the full 256K window needs about 4.3 GB. Memory by context, scores and setup.
Read articleOctober 29, 2026
Unlimited OCR 2 keeps 60 KiB of KV per token, but page windows cut a 100-page run from 47 GB to 1.77 GB. Memory, speed, benchmarks, setup.
Read articleOctober 28, 2026
IST Austria's GSQ-RCO 2-bit DeepSeek V4.1 Flash needs a 12 GB card plus 257 GB of disk. Real speeds, one agent task timed, llama.cpp setup.
Read articleOctober 27, 2026
Terra is half the price of Sol. A bursty support bot costed under 30-minute and 12-hour caching, plus the request that saves 30.6%.
Read articleOctober 26, 2026
Nanbeige4.3-33B stores KV on every layer, so Q4_K_M on a 24 GB card holds about 29.8K tokens. Quant sizes, per-card context and setup.
Read articleOctober 25, 2026
The 5B MOSS-Image model reads prompts with a Qwen3.5-9B encoder 1.9x its size. File sizes, the int8 pair for 16 GB cards, and a layout helper.
Read articleOctober 24, 2026
K3.1 Pro bills $2/$10 with the same $0.20 cache read as Opus 5.5, so one agent session is 35.7% cheaper, not 50%. Plus the K2 cutoff on Oct 31.
Read articleOctober 23, 2026
MiniMax M3.1 Flash matches DeepSeek Flash at $0.15/$0.60 but charges 5x for cache hits. One agent session costed, max-effort default, Claude Code setup.
Read articleOctober 22, 2026
Flint keeps full KV on 14 of 49 layers, so 262K context costs 7.55 GB. Real GGUF and MLX sizes, why Recursive asks for 48 GB, and setup.
Read articleOctober 21, 2026
Inception's Mercury 3 diffusion LLM at $0.10/$0.35 launch rates: a 60-turn agent session costed, the cache TTL gap, Claude Code and Hermes setup.
Read articleOctober 20, 2026
NVIDIA Nemotron 3.5 Bolt: why the 24GB model's recipes start at a 32 GB GPU, the llama.cpp setup, and $0.23 Super VL agent runs.
Read articleOctober 19, 2026
Reflection Beam 1.0 is a 501B open model at $0.40/$1.20 on Together AI. A 60-turn agent session costed, the reasoning_content trap and Hermes setup.
Read articleOctober 18, 2026
DeepSeek doubles Flash rates 06:30-09:30 and 11:30-15:30 IST on weekdays. A 60-turn Claude Code session, Opus-name mapping and the API gaps.
Read articleOctober 17, 2026
BFL says FLUX 3 Image Klein fits 8 GB, yet its upsampler alone is 9.75 GB. Real ComfyUI file sizes, a two-pass workflow and $0.009 API images.
Read articleOctober 16, 2026
Meta's Muse Spark Open needs 264.9 GiB at 128K on UD-IQ2_S. On Together AI, our 60-turn agent session costs $1.82, ahead of GLM-5.3 and Kimi K3.
Read articleOctober 15, 2026
LFM2.5-24B-A2B fits 128K context on a 16 GB GPU at Q4. On the API, a 30-turn agent run costs $0.152 vs $0.112 on Haiku 5.5.
Read articleOctober 14, 2026
Gemini 4 Argon costs $2/$10 until Nov 30, then doubles. A 60-turn coding agent session runs $2.21 now and $4.42 from Dec 1.
Read articleOctober 13, 2026
Muse Wonder matches Opus 5.5 at $4/$20 with no cache-write fee: $4.42 vs $4.54 per agent session, until its cache hit rate dips.
Read articleOctober 12, 2026
Underdog's Saluki 27B is a 7.89 GB 2-bit GGUF of Qwen3.8-27B. The download command, 9.5 GiB at 32K context, and Ollama and LM Studio notes.
Read articleOctober 11, 2026
Clef-Flash now bills $0.038/M: 1M ticket decisions cost $45.60. d1-3B does them on your GPU for about Rs 100 of power, in 3 GiB.
Read articleOctober 10, 2026
Step 5 Preview runs a 60-turn agent session for $1.25 vs $2.27 on Sonnet 5.5, until its prompt cache hit rate falls below 84%.
Read articleOctober 9, 2026
Nano Banana 2.1 cuts a 1K image to $0.0336 from $0.067, but input costs 3x and thinking 2.5x. Where the saving holds, and where it ends.
Read articleOctober 8, 2026
QuickHunt scores resumes with 25+ fixed ATS rules, points each issue to its line, and locks your facts in every AI rewrite.
Read articleOctober 8, 2026
Claude Haiku 5.5 bills $0.10/$0.50 up to 100K prompt tokens, 5x that above. A 60-turn agent session: $0.13 under the line, $0.74 over.
Read articleOctober 7, 2026
Mistral Large 4 preview bills $0.68/$2.09, half its $1.36/$4.18 list. A 60-turn agent session costs $0.89 vs $2.98 on Sonnet 5.5.
Read articleOctober 6, 2026
Qwen-Image-2.1's 7B DiT ships with an 8.8B text encoder: 30.8 GiB at BF16, 9.3 GiB as Q4 GGUF. GPU fit, settings and license.
Read articleOctober 5, 2026
Cloudflare Clef bills input only: $0.24/M, or $0.09/M for Clef-Flash. 100K ticket decisions cost $10.80 vs $73.20 for an LLM.
Read articleOctober 4, 2026
Kolibri-1 runs 3.46B params per token but needs 73.4 GiB of FP8 weights. Why one 80 GB GPU fails, its tiny KV cache, and Mac quants.
Read articleOctober 3, 2026
Same $2/$10 rates, different agent bills. A 60-turn coding session costs $2.98 on Sonnet 5.5 and $2.27 on GPT-6.1 Sol. Why.
Read articleSeptember 30, 2026
A UPI QR decodes to one upi://pay line. Read pa, pn and am before you pay, and why a reused fixed-amount QR underpays an invoice.
Read articleSeptember 29, 2026
Channel posts arrive as channel_post, need an admin bot, and a saved allowed_updates list can drop them. Get the ID without posting.
Read articleSeptember 27, 2026
A 2, 6, A or E in the second hex digit marks a software-set MAC. Why vendor lookups return nothing for phones on your router list.
Read articleSeptember 26, 2026
Gibberish means a chat template mismatch. Ignored instructions mean num_ctx defaulted to 2048 and truncated your prompt.
Read articleSeptember 25, 2026
Cross 250 units on a KSEB bill and every unit reprices. That one extra unit costs Rs 464.95, and the next 49 cost Rs 377.30.
Read articleSeptember 24, 2026
Anthropic's 40% and OpenAI's 50% cuts use different baselines. Same job: GPT-6 Sol $3.00, Opus 5.5 $6.00, until 272K tokens.
Read articleSeptember 23, 2026
At a 75% attendance target, missing one class always takes three attended classes to undo, in week two or week fourteen alike.
Read articleSeptember 22, 2026
Why a handle reads unavailable with no profile behind it, which cases ever release, and the 11,175 legal variants of one name.
Read articleSeptember 21, 2026
Same 8B model, same rank 16: 6.12 GiB at 512 tokens, 18.49 GiB at 8,192. QLoRA memory tracks tokens, not parameter count.
Read articleSeptember 20, 2026
Photo mode strips EXIF only as a side effect of compression. Send as a file and 34 tags travel, GPS included, down to 0.309 metres.
Read articleSeptember 19, 2026
No division, no distinction, no aggregate on the marksheet. One CBSE result legally yields 84.60%, 86.33% or 88.00%.
Read articleSeptember 18, 2026
A clean transparent PNG signature is 2.7 KB, a quarter of the minimum most exam forms accept. The dpi arithmetic that clears it.
Read articleSeptember 17, 2026
From 15 October, a Rs 2,001 UPI payment settles Rs 7 below a Rs 2,000 one. Merchant-side MDR rates, caps and exemptions.
Read articleSeptember 16, 2026
Lorem ipsum tests rhythm, not fit. Hindi labels run longer and taller, so the line-height that suits Latin clips a matra.
Read articleSeptember 15, 2026
Instagram caps display-name changes at twice per 14 days. Your @handle follows different rules, and changing it breaks old links.
Read articleSeptember 14, 2026
A Rs 9,000 monthly fee bills Rs 33,000 in April. The set-aside it really needs, and the 2026 allowance now worth Rs 72,000.
Read articleSeptember 13, 2026
A 2 GB/day pack is not a 56 GB pool. What the 14 GB gap costs, why boosters bill Rs 7.60 a GB, and when a bigger cap wins.
Read articleSeptember 12, 2026
Three tenants at 120 units bill Rs 1,770 against a Rs 2,590 main bill. Why slab tariffs do not split, and the rate that closes it.
Read articleSeptember 11, 2026
The minus sign and -100 are a trillion offset, not formatting. Telegram chat ID ranges, the 52-bit cap, and the migration bug.
Read articleSeptember 10, 2026
The formula, worked on 1.5 L a day: skips and extras first, then the rate. Two missed skip days cost Rs 186, a Rs 2 hike only Rs 33.
Read articleSeptember 9, 2026
A 28-day plan bills 13 times a year, not 12. Real Jio and Airtel prices, why the 30-day plan costs more, and the break-even.
Read articleSeptember 8, 2026
sendRichMessageDraft streams a bot reply as a 30-second preview. Call sendRichMessage to keep it, plus blocks, limits and buttons.
Read articleSeptember 7, 2026
Gemini 3.8 Flash is $0.75/$3.75 per MTok only until December 31, 2026. The tier table, the 2027 doubling, and how batch avoids it.
Read articleSeptember 6, 2026
GLM-5.3-Flash needs 93GB at 1-bit despite its 18B active params. Real GGUF quant sizes, config.json specs, and Z.ai API pricing.
Read articleSeptember 4, 2026
GPT-6 Astra costs $10/$50 per MTok, 2.5x GPT-5.6 Sol. The benchmark table and the two tests Claude still wins.
Read articleSeptember 4, 2026
MCP 2026-07-28 drops the session header and adds Multi Round-Trip Requests. What breaks in your server, and how to migrate.
Read articleSeptember 2, 2026
Bot API 10.3 ephemeral messages: send a group reply only one member sees, the 15-second rule, and why message_id is 0.
Read articleSeptember 1, 2026
Fable 5.1 holds the $10/$50 base price and cuts cache reads 4x. Benchmarks, breaking changes, and who should switch.
Read articleSeptember 1, 2026
Where LM Studio hides mcp.json, the config for local and remote MCP servers, and the six reasons a server refuses to work.
Read articleAugust 31, 2026
GPT-5.6 Sol, Claude Opus 5, and DeepSeek V4 API prices as of late August 2026, with real per-token rates and the tradeoffs.
Read articleAugust 31, 2026
Give an AI agent a real browser via Playwright MCP and a live voice via LiveKit and Gemini Live, with the Ubuntu 20.04 and latency fixes tutorials skip.
Read articleAugust 30, 2026
Arivyah computes Vedic charts from Swiss Ephemeris data with the Lahiri ayanamsa first, then explains them. A hands-on review of the free kundli and matching.
Read articleAugust 20, 2026
vLLM install fails on a CUDA/PyTorch/Python version matrix, not a bug. The reliable uv path on Linux, WSL2 on Windows, the macOS truth, and five error fixes.
Read articleAugust 18, 2026
Alibaba's Qwen3.8 open weights: the real specs, the 3:1 hybrid attention that cuts long-context VRAM ~4x, quant sizes, and what actually fits your GPU.
Read articleJuly 19, 2026
Three flagship models in five weeks: Claude Fable 5, OpenAI GPT-5.6, and open-weight GLM-5.2. The specs, prices, benchmarks, and caveats worth knowing.
Read articleJuly 4, 2026
A July 2026 comparison of top AI video generators: Google Veo 3.1, Kling 3.0, Hailuo 2.3, Runway, and open-weight Wan and HunyuanVideo, on specs and price.
Read articleJune 22, 2026
Z.ai's GLM-5.2 is an open-weight 753B MoE with 1M-token context and IndexShare attention. The real specs, benchmarks, caveats, and VRAM it actually needs.
Read articleJune 21, 2026
ToolMintX added five browser tools: Image to Text OCR, Bulk Watermark, Barcode Generator, GST Calculator, and Invoice Generator. All local, no uploads.
Read article
June 19, 2026
Moonshot AI's Kimi K2.7 Code (June 19, 2026) is an agentic coding model that cuts thinking tokens ~30%. The benchmarks, the pushback, and how it fits K2.6.
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June 14, 2026
Install Nous Research's Hermes Agent on Ubuntu, Windows, and Mac, then run it on local models with Ollama or LM Studio, or a cloud provider.
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June 4, 2026
Google Gemma 4 12B brings encoder-free multimodal reasoning, native audio input, and local agent workflows to 16GB-class laptops.
Read article
June 2, 2026
NVIDIA RTX Spark brings Blackwell AI laptops and compact desktops to Windows, while DGX Spark and DGX Station define the local AI workstation tiers.
Read articleMay 27, 2026
Android AI updates now give developers AppFunctions, Gemini Nano 4, ML Kit GenAI, hybrid inference, A2UI, and ADK for app agents.
Read articleMay 27, 2026
Compare the current AI model wave across fast agents, multimodal media generation, and realtime voice APIs for practical product choices.
Read articleMay 26, 2026
Unsloth vs Ollama: Unsloth fine-tunes on your data and exports GGUF, Ollama serves it as a local API. Where Unsloth Studio overlaps.
Read articleMay 26, 2026
A source-checked May 26 roundup of Gemini 3.5 Flash, Gemini Spark, Search AI Mode, Antigravity 2.0, and managed agent updates.
Read articleMay 25, 2026
Compare trending local AI models like Gemma 4, Qwen3.6, DeepSeek R1-0528, Kimi K2.6, and gpt-oss with practical VRAM planning links.
Read articleMay 25, 2026
Estimate local LLM VRAM needs by model size, quantization, context length, and workload before choosing 8B, 20B, 27B, 32B, or 70B models.
Read article
May 23, 2026
Anthropic acquires Stainless to strengthen Claude SDKs, MCP server tooling, and agent workflows for API developers building production AI systems.
Read article
May 23, 2026
NVIDIA Q1 fiscal 2027 results show record revenue, Data Center growth, Blackwell momentum, and AI factory demand shaping the AI infrastructure market.
Read article
May 22, 2026
Google Antigravity 2.0 brings a desktop app, Antigravity CLI, managed agents, and Gemini 3.5 Flash into one builder workflow after I/O 2026.
Read article
May 22, 2026
Claude Code rate limits doubled for paid plans, with peak-hour reductions removed for Pro and Max and more Opus API headroom for builders.
Read articleMay 21, 2026
Stylish Instagram bio fonts are Unicode substitution, not real fonts, and some code points break. What that costs you, plus how to use AI creator tools well.
Read articleMay 21, 2026
Explore the new ToolMintX Fun & Viral AI tools for relationship decoding, roasts, rizz lines, excuses, and meme captions with prompt examples.
Read article
May 20, 2026
Gemini Spark, Gemini Omni, and Daily Brief just changed the Gemini app, with agentic workflows, creator tools, and tiered Google AI rollout details.
Read article
May 20, 2026
Google AI Edge Gallery now supports MCP on Android, connecting local Gemma workflows to external tools while keeping reasoning on-device.
Read article
May 19, 2026
Gemini Intelligence brings proactive AI to Android starting with select Galaxy and Pixel phones, with Chrome, Autofill, Gboard, widgets, and app automation.
Read article
May 19, 2026
TikTok Symphony Creative Studio is now broadly available for TikTok for Business users, with AI video generation, avatars, dubbing, and workflow guidance.
Read article
May 18, 2026
OpenAI brought Codex to the ChatGPT mobile app for remote coding-agent supervision, approvals, diffs, test results, and longer-running developer work.
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May 18, 2026
LM Studio 0.4.13 adds MLX performance gains and parallel predictions for local vision models on Apple Silicon Macs, including Qwen and Gemma workflows.
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May 15, 2026
Android 17 QPR1 Beta 2 is out for supported Pixel devices, with the full eligibility list, biggest fixes, and install options.
Read article
May 15, 2026
One UI 9 beta is live for Galaxy S26 users in select countries, with Samsung Members signup steps and key Android 17 features.
Read article
May 14, 2026
Gemini in Chrome on Android is coming in late June with page summaries, Nano Banana image tools, and auto browse eligibility limits.
Read article
May 14, 2026
LM Studio vs Ollama in 2026 with why LM Studio is better for most users, including Hugging Face models, local server controls, APIs, and VRAM.
Read article
May 13, 2026
Samsung One UI 8.5 is rolling out now with a confirmed Galaxy device list, phased timing, Galaxy AI changes, and update checklist.
Read article
May 13, 2026
Google I/O 2026 starts May 19 with Android, Gemini, Chrome, Cloud, agentic coding, and developer announcements to watch.
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May 12, 2026
Compare GPT-5.5 vs GPT-5.4 for ChatGPT and API workflows, including access, tools, modes, context limits, and when switching makes sense.
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May 12, 2026
Google Health app starts rolling out on May 19 as the Fitbit app update. Learn what changes, what Fitbit users should check, and how Health Coach fits in.
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May 12, 2026
Set up LM Studio as a local OpenAI-compatible API server for private chat, structured output, tool use, and local AI app workflows.
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May 11, 2026
A practical guide to Google’s May 2026 Android security bulletin, CVE-2026-0073, patch levels, Pixel rollout, and update checks.
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May 11, 2026
A feature-focused guide to ChatGPT Images 2.0 availability, editing, thinking mode, saved images, transparent backgrounds, and prompt tactics.
Read articleMay 10, 2026
A practical guide to RAG, LLM context limits, and why episodic memory helps agents learn from tasks, outcomes, and user preferences.
Read articleMay 10, 2026
A practical comparison of trending AI image generation tools for local workflows, cloud creation, design assets, editing, and production use.
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May 9, 2026
Gemini API File Search now supports multimodal RAG, metadata filters, and page citations for more verifiable developer search apps.
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May 9, 2026
The Android Show 2026 lands before Google I/O with Android 17, Gemini on Android, stream timing, and key mobile themes to watch.
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May 8, 2026
Xiaomi has opened its Android 17 Developer Preview for 4 devices, with supported models, required builds, download guidance, and install steps.
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May 8, 2026
Google's Android Show returns on May 12 ahead of I/O 2026 with Android 17 features, platform updates, and Gemini tie-ins to watch.
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May 7, 2026
NVIDIA Nemotron 3 Nano Omni unifies multimodal perception for agent workflows, with open access paths and practical deployment tradeoffs.
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May 7, 2026
A launch-day buying guide for OnePlus Nord CE 6 with confirmed specs, battery appeal, pricing checks, and buyer wait-or-buy advice.
Read articleMay 7, 2026
A practical comparison of Qualcomm Snapdragon 6 Gen 5 and 4 Gen 5 for Android gaming, cameras, connectivity, and first device brands.
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May 6, 2026
OpenAI rolled out GPT-5.5 Instant as the default ChatGPT experience, changing everyday prompting, model choice, and productivity workflows.
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May 6, 2026
TSMC Q1 2026 results show how AI demand, advanced nodes, CoWoS packaging, and GPU supply constraints are shaping the infrastructure race.
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May 5, 2026
Elon Musk's testimony about xAI using OpenAI models for Grok has pushed model distillation into the spotlight.
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May 5, 2026
Ollama's MLX-powered Apple Silicon preview brings faster local coding-agent workflows to capable Macs.
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May 4, 2026
A practical guide to Claude Opus 4.7 availability, pricing, workflow improvements, and how teams should evaluate migration from Opus 4.6.
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May 4, 2026
A practical breakdown of Meta Muse Spark, Meta AI app changes, Thinking mode, multimodal features, and rollout limits users should understand.
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May 3, 2026
Google I/O 2026 is near and Android 17 Beta 4 is live. Here is a practical developer checklist for compatibility, large-screen layout testing, and launch readiness.
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May 3, 2026
A practical guide to evaluating Kimi K2.6, choosing API vs self-hosting, and deploying it for long-horizon coding and agent workflows.
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May 2, 2026
A May 2, 2026 breakdown of Apple's Q2 2026 results, covering iPhone demand, Services growth, India strategy, and what buyers and developers should monitor next.
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May 1, 2026
LM Studio update 2026 release notes covering MCP OAuth support, LM Studio 0.4.12 Qwen 3.6 support, Locally AI, LM Link, and what changed by May 2026.
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April 30, 2026
An April 30, 2026 explainer on Alphabet Q1 results, AI Mode and AI Overviews in Search, and why Google Cloud growth is central to the trend spike.
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April 30, 2026
A practical guide to Granite 4.1 model sizes, Apache 2.0 licensing, Ollama and Hugging Face setup, and real local workflow fit.
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April 29, 2026
Unsloth Studio brings local inference, dataset creation, no-code fine-tuning, and model export into one offline-first workflow.
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April 29, 2026
Apple’s April 2026 leadership transition points to hardware discipline, product execution, and integrated AI strategy.
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April 28, 2026
NVIDIA's latest MLPerf framing shifts the conversation from peak speed to lower token cost and full-stack inference efficiency.
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April 28, 2026
Qwen3.6-27B combines long context, practical serving options, and local deployment paths that developers can test immediately.
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April 28, 2026
A verified guide to May 1 LPG rule-change claims, official price pages, refill limits, and PMUY eKYC requirements.
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April 27, 2026
OpenAI launched GPT-5.5 on April 23, 2026. Here's what changed, why developers and power users should care.
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April 27, 2026
Hugging Face's Spring 2026 open-source AI report shows how quickly open models are growing.
Read articleApril 26, 2026
GitHub's April 2026 updates suggest coding agents are becoming programmable platform infrastructure.
Read articleApril 26, 2026
Google's Gemma 4 brings reasoning, multimodal input, and agent workflows to practical local hardware tiers.
Read articleConsumer Alerts
October 2, 2026
Is "10% off up to ₹1,500" really 10%? Bank offer cap math, why 25% + 10% is not 35%, the minimum-order trap and GST on sale prices.
Read verified guide →October 1, 2026
Maid took days off? Why salary ÷ 26 is fairer than ÷ 30, the 13% pay-cut trap, a flatmate split and the Diwali bonus math.
Read verified guide →September 28, 2026
An early recharge on Jio or Airtel is queued behind your plan, so no days are lost. When the recharge date does matter.
Read verified guide →