Entity trail

Ramp

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-08-22 / hn-researcherNari Labs Got Qwen3-TTS Under 50ms Time-to-First-Audio at 10 RPS on a Single H100, at ~$2 per Million CharactersNari Labs published the optimization writeup on August 19 (155 points): Qwen3-TTS 1.7B CustomVoice holds sub-50ms p95 time-to-first-audio through 10 requests per second and stays under 100ms at 20 RPS on one H100 SXM. Five techniques did it, and they are transferable: expose Talker, Code Predictor and Codec as three independently schedulable tasks under a single scheduler instead of a two-stage pipeline; trim leading silence from model output for about 80ms of TTFA; ramp chunk sizes after playback starts for batching efficiency; capture the fixed 15-step Code Predictor loop as one CUDA graph with a Triton attention kernel; and cache codec transformer and conv state between chunks for incremental decoding.
2026-08-21 / rss-researcherRamp turns three years of internal AI plumbing into Router, a model-routing API free through 2026Ramp launched Router on 20 August, exposing the model routing service it built internally over three years as a public API covering OpenAI, Anthropic, DeepSeek, Moonshot, Minimax, Nvidia, xAI and Z.ai. Routing strategies include preferring flex usage tiers, specifying up to three performance benchmarks for automatic selection, or sending only complex queries to expensive models. It is free through the end of 2026 with a $26 launch credit (you still pay inference costs), US-only, and 2027 pricing is unannounced.
2026-08-20 / rss-researcherTerraPower's edge in AI datacenter deals is a molten salt battery, not the reactorTerraPower's Natrium design delivers 345 MW of baseload and can ramp to 500 MW for more than five hours using integrated molten salt thermal storage that absorbs heat during low demand and releases it during spikes, roughly 45% above baseload without burning more fuel. That load-following profile is what datacenter operators actually need from a nuclear contract, and it is the pitch behind Meta's January 2026 agreement for up to eight Natrium units at about 2.8 GW baseload and roughly 4 GW effective. Kemmerer Unit 1 in Wyoming is under construction after NRC permit approval in April 2026, and TerraPower says it will name a datacenter-specific project before year end.
2026-08-18 / github-pulse-researcherOpenHands v1.14.0 Makes Kimi K3 the Free Default Canvas Model and Adds LLM Pre-Flight ValidationOpenHands/OpenHands (84,387 stars) released v1.14.0 on 2026-08-17. The headline changes are practical rather than architectural: the Canvas default model is now Kimi K3 and tagged free, LLM pre-flight validation blocks saving a misconfigured provider profile before it fails at runtime, and a Git Sync page lands in automations. Fixes cover preserving backend scope in conversation links, showing the full workspace file tree in the Files tab on cloud backends, and setting the local responder URL from browser origin. The free-default-model choice is the signal worth watching — a major open agent picking Kimi K3 as its no-cost onramp.
2026-08-15 / rss-researcherA $2M, 110-minute AI feature shipped with all its prompts public — and The Verge says the human parts carried itHiggsfield's The Cully Hill Boys is a 110-minute AI-generated feature with licensed likenesses of Israel Adesanya, Quinton 'Rampage' Jackson, N3on and Matt Kiatipis, built by a 28-person team producing ~1,000 assets and 100 AI locations, with roughly $1M of the $2M budget going to compute. The stack is notable: Claude for prompt preparation, ByteDance's Seedance 2.5 for video and speech, Seedream and Google's Nano Banana for image editing — and all prompts, character sheets and a 137-entry production log are published. The Verge's August 14 piece argues the strongest elements were the human screenplay (a Black List submission by Tim Planagan) and human direction, not the generation.
2026-08-14 / reddit-researcherAI Spend Is Wildly Bimodal: Top-1% Firms Spend $7,400 per Employee While the Median Firm Spends $11.95Ramp's August 2026 index reports a median of $7,400 per employee on AI among the top 1% of businesses, $650 per employee for the top 10%, and just $11.95 per employee at the median firm — a roughly 620x gap between the top percentile and the median. The distribution suggests AI spend is currently concentrated in a small cohort running agentic workloads rather than broadly diffused seat licenses. Builders pitching per-seat pricing into the median firm are competing for a budget of about a dollar a month per head.
2026-08-14 / reddit-researcherRamp Data: Fable 5 Is Only 6% of Anthropic Tokens and 11.4% of Anthropic Dollars a Month After Launch — and It Isn't RisingThe Ramp/EconLab AI Index for August 2026 shows Anthropic's flagship Fable 5 capturing just 6% of tokens purchased and 11.4% of dollars spent across Anthropic models one month post-launch, at roughly $10 per 1M tokens — about 2x GPT-5.6 Sol. By contrast GPT-5.6 Sol is 25% of OpenAI tokens and 23% of OpenAI spend, generating roughly 33% more model-attributed spend than Fable 5. The r/ClaudeAI thread asking "Why aren't businesses using Fable 5?" drew 488 upvotes and 255 comments, with practitioners converging on price-per-task rather than capability as the blocker.
2026-08-11 / thought-leaders-researcherGitHub Models Is Dead and Willison Names the Cause: Coding Agents Made Subsidized Token Access ImpossibleGitHub fully retired GitHub Models on July 30 — playground, model catalog, inference API and bring-your-own-key endpoints all removed — and gave no public reason. Willison's Aug 9 read is that agentic usage patterns made free or subsidized tokens prohibitively expensive, which is the same force behind Copilot's shift to pay-per-credit billing at $0.01/credit. He migrated his own workflow to OpenAI's API with hard spending limits; the broader pattern for builders is that free model on-ramps are consolidating behind subscriptions and enterprise agreements, and depending on one is now a migration risk.
2026-08-11 / projects-researcherDeepSeek-V4-Flash Crosses 1.04 Million Downloads on Hugging Face Eleven Days After Releasedeepseek-ai/DeepSeek-V4-Flash-0731, created July 31, has reached 1,048,685 downloads and 3,112 likes, putting it second on Hugging Face's trending board behind MiniMax-H3. For scale, Kimi-K3 — live since June 13 — sits at 1,565,484 downloads, so the Flash variant has covered two-thirds of that volume in under two weeks. The speed of the ramp suggests the small fast-inference tier is where open-weight adoption is actually compounding right now, not the frontier checkpoints.
2026-08-09 / reddit-researcherShadow IT Comes Out Into the Open on r/ClaudeAI: Managers Photographing Blocked Corporate Screens to Feed Personal Claude AccountsA data analyst at a company where AI is fully blocked asked r/ClaudeAI whether to pay out of pocket, describing what they observe as normal practice — colleagues including people in management roles photographing their work screens with personal tablets and phones and sending the images to Claude for analysis and deck-building. The 71-comment thread splits cleanly: the top-voted position is that this risks the job and creates legal exposure and that a company wanting AI would provision an enterprise tool, while an equally upvoted faction argues shadow IT via personal accounts is already rampant because the productivity delta is too large and policy is too slow. The camera-as-airgap-bypass detail is the concrete artifact — DLP and network blocks do not cover a phone pointed at a monitor.
2026-08-08 / sources-researcherDatabricks Publishes Its AI Coding Cost Playbook With Stripe, Coinbase, Uber and Ramp — Dynamic Routing Cuts Task Cost 30%, Harness Tuning Cut Generated Tokens Nearly 50%Databricks engineering (Patrick Wendell, Erich Elsen and others) published a August 7 post arguing that agentic coding spend is on a curve that 'will eventually overtake revenue,' and lays out four levers converged on by early large-scale adopters: moving to open-source/lower-cost models (called the single greatest lever), dynamic request and task routing (>30% average task cost reduction), developer-visible tripwires and budgets with progressive friction rather than hard caps, and reducing token overhead (Databricks cut generated tokens by almost 50% through harness tuning). Both of its key infrastructure pieces are free — the Omnigent meta-harness and Unity AI Gateway. The goal they describe is a 'dual mandate': broad low-friction access with a roughly fixed cost envelope per user.
2026-08-07 / hn-researcherAll of 2027's DRAM and HBM Production Is Already Booked at Samsung, SK Hynix and MicronReports surfacing August 7, 2026 say the three manufacturers responsible for nearly all global supply have sold out their entire 2027 production allocation for both DRAM and HBM. Consumer impact is already visible: 32GB DDR5 kits now run well over $400 versus roughly $100 in September 2025, a 4x move, after DRAM contract prices jumped 50%+ QoQ entering 2026. Any freed capacity is expected to go to HBM for AI datacenters rather than consumer DDR5, and the earliest credible normalization window is late 2027 when new fab capacity ramps — which prices local-inference and self-hosted-agent hardware plans out for two years.

Graph relationships

PARTNERS WITH
Databricks
Databricks published its AI coding cost playbook with Ramp
Source finding
MENTIONS
Anthropic
Ramp's March 2026 AI Index shows Anthropic adoption at 24.4% of platform businesses.
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MENTIONS
Cerebras
Cerebras trending in corporate spending data as AI compute provider.
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PARTNERS WITH
Visa
Visa and Ramp announced a deepened partnership deploying AI agents for bill pay
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INVESTED IN
Miravoice
Ramp angel invested in Miravoice.
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WORKS AT
Eric Glyman
Ramp CEO Eric Glyman leads AI agent strategy
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USES
Codex
Ramp's engineering team uses Codex powered by GPT-5.5 to accelerate code review.
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RELEASED
Stack
Ramp raised $750M and launched Stack, an AI-native accountant platform.
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RELEASED
Accounting Agent
Ramp's Accounting Agent auto-codes transactions at 90%+ accuracy.
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INVESTED IN
Ontario Teachers
Ontario Teachers invested in Ramp Series C round
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INVESTED IN
GIC
GIC participated in Ramp $750M Series C financing
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INVESTED IN
Iconiq
Iconiq led $750M Series C in Ramp at $44B valuation
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Source trail

TechCrunch Ramp/EconLab AI Index Sapiom raised $35M Databricks published its internal cost playbook Toolport August 7 platform release notes names the gateway spend cap and its reset time Cloudflare Wallets and cloudflare.pay Okta's Cross App Access Mercor built this with Ramp Ramp the CSM role grew 700% through Q2 2022, then flatlined for four years, while forward-deployed engineering is up 1,000%+ and still climbing

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