Mark Murphy (@mark_murphy) header
Mark Murphy (@mark_murphy) profile picture

Innovation at High Point Market · building EventKrowd | AI for events | Sports Card Collector · Star Wars | Man U · Blue Jays · Flames · 49ers · Gamer

North Carolina
Joined June 2019
Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)Photo by Mark Murphy (@mark_murphy)
Mark Murphy retweeted
FERNANDO MENDOZA NFL DEBUT 🚨
16
22
3
405
264,986
🚨 GIVEAWAY 🚨 We're giving away a 2026-27 Upper Deck Series 1 Hockey Hobby Box! To enter: 1) REPOST, LIKE, & FOLLOW @SCCTradingCards 2) REPLY with your favorite NHL team 🏒 Winner picked 10/9/26. Rules and restrictions apply. This giveaway is cross platform.
1,422
1,509
35
1,703
76,636
Mark Murphy retweeted
2026 Bowman NFL B/S/T DAY 3 Post your Bowman hits here for sale or trade. Clear pics and prices please. Even if you posted first 2 days, do so again. Reposts please for 👀
47
15
26
6,292
Mark Murphy retweeted
Had a deal at $285 that fell through. Making this available at that number #thehobby @CodiDaReposter @HobbyRetweet_ @clarkknowscards @ILOVECOLLECTING RTs always appreciated
Had a few misses in the comments so posting another one! Tom Brady 2008 Topps Chrome refractor - beautiful copy $300 shipped Reply with Take - offers will be reviewed tomorrow morning #thehobby @HobbyRetweet_ @CodiDaReposter @ILOVECOLLECTING RTs appreciated
6
1
11
2,283
RT @_nexuslink: 🚨ANNOUNCEMENT🚨 Thank everyone for their time, patience and feedback on our Preview-Build we rolled out onto Haze two days…
2
3
Mark Murphy retweeted
Introducing SWE-2, our closest model yet to the frontier. On leading evals, it scores on par with recent frontier models – at up to 70% lower cost. We scaled RL to multiple trillions of parameters, with a refined recipe that pushes the Pareto curve on both capabilities & cost.
440
513
524
6,795
2,362,600
Mark Murphy retweeted
Big one today — Tailwind is joining Shopify 🛍️
1,264
1,119
527
15,790
1,204,796
Mark Murphy retweeted
The FIRST Blue Jays rookie with a 30-homer season 🔥
94
2,779
179
18,201
398,964
Mark Murphy retweeted
We're excited to start rolling out a preview of our new harness. We've taken apart the entire system and in the span of a week built a new system. We've fixed a lot of the errors users were running into as well as built a new system for working with hundreds of sub agents.
7
3
8
1,269
Mark Murphy retweeted
没想到短时间能收获这么多关注!看来大家都对成本问题非常关心 真实计价的完整数据和帕累托前沿图已经上传到仓库中,并更新了 OpenCode Go的数据 其实最开始做的时候我没想到数字会这么夸张。按单价算 Pro20x 下的 GPT 5.6 Sol 和 Claude Opus 5 甚至完全碾压了很多“次前沿”的“性价比模型” 最最夸张的是,我没想到 Luna 的额度能直接冲破天际,连 Plus 都能有上百亿的 Luna 月额度。(我一度怀疑这个数据是不是错了,如果有更正请告诉我,谢谢)我得收回一些对 @OpenAI 的批评,他们在普惠上已经走在全世界最前沿 还有,我翻遍全网,并且在我本地尝试了各种方法,都找不到 @GeminiApp 的Gemini 的最新数据,零碎的一两个不够作为高置信度的依据。其实我觉得 Gemini 的额度非常宽裕,应该能在这个榜单有非常出色的表现,不知道他们为什么这么藏着掖着。 希望这个项目能为不同需求的用户提供真实、可靠而且直接的参考! PS:工作量比较大,数据来源比较复杂,所以难免会有错漏。如果有更正请一定告诉我,谢谢! github.com/FeiZhuLulu/real-a…
介绍"真实 API 计价法"——将你为 AI 订阅所支付的价格和你所真实获得的额度做比较,并以此进行模型的真实计价。以及以此计价法所绘制的帕累托前沿图。 即:订阅价格 / Tokens 额度 在此计价法下,传统的 AI 性价比认知被彻底打破:以性价比著称的 DeepSeek V4 Flash 和 Grok 4.6,在此计价下分别仅排名 #31(闲时 API,$0.01392/MTok)和 #63(SuperGrok Plus,$0.04902/MTok)。 而一直被认为高价格的 GPT-5.6 Sol 和 Opus 5,则分别最高排名 #33($0.01623/MTok)和 #23($0.01274/MTok)。此外,我们也看到了一组非常震撼的数据——在此计价法下,GPT-5.6 Luna 排名 #1,在ChatGPT Pro 20x 的真实 API 计价仅为 $0.00083/MTok。令人惊叹的模型! @OpenAI 此外,我们还对订阅额度的数据进行了测算及整理,在图 2 中你应该能清晰看到它们的排名。特别说明,仅 1、2对3 采取真实比例绘制,其他均为对数测算。 数据均来源于网络公开资料与用户实测截图,如果你有准确的使用数据,欢迎分享在评论区或者私信我。完整数据库和算法将在之后开源在github.com/FeiZhuLulu/real-a…
26
7
2
133
39,394
Mark Murphy retweeted
I’ve got free Max plans ($200) to give away. Cognition and the @devindesktop team made it happen. Devin is easily one of the best subscriptions out there: Generous access to Claude, GPT, and open-source models, plus an unlimited free model, so this subscription easily lasts you the whole week with no 5-hour limit. A cloud agent with its own dedicated Windows or Linux machine to keep your workflow super smooth. Awesome community, proud to be part of it. 😁 What will you build with Devin? Drop a reply below and I'll DM you the code.
34
4
93
4,089
Mark Murphy retweeted
Hermes Agent v0.21.0: The Pantheon Release Changelog below
273
350
196
4,082
1,369,999
Mark Murphy retweeted
⏰ RELEASING THIS WEEK ⏰ 2026 Topps Chrome Tennis - Pre-Order 🎾 Tues. 9/1 - 12 PM EST Hobby Box: $94.99 12 packs per box, 8 cards per pack 2 autographs per box 2025-26 Topps Chrome Update Basketball Sapphire 💎 Thurs. 9/3 - 12 PM EST - EQL release Sapphire Box: $1,799.99 8 packs per box, 4 cards per pack 1 autograph per box
94
30
31
353
165,779
Mark Murphy retweeted
Hermes merged 60 PRs on August 30 The ones worth knowing: • Credential vault lives in Settings, with agent deep link prefill • Real profile browsing: Brave Origin detection, macOS signed in, headless (no focus steal), toggle under Capabilities to Tools to Browser • Desktop MCP OAuth sign in works against remote backends • /loop runs its first iteration immediately • /plan is a built in command that survives platform menu caps • Telegram: every command and skill searchable via @botname inline picker • CLI and TUI status show cache hit %, latency, and t/s with field toggles • System prompt always rebuilds at compaction commit, so updates reach long lived sessions • Skill activation drops repeated absolute paths (down 31% load on reference heavy skills) • Copied session cookies are no longer world readable • Unattended webhook/API sessions no longer stall 300s on dangerous command approval • Lean compaction is one auxiliary request again (7 to 11 min digest stalls gone) Here is the full list: DESKTOP IMPROVEMENTS (13 PRs) • feat(desktop): manage the credential vault from Settings, with agent deep link prefill • fix(computer use): stop launching retired browser grant runtimes • fix(tui): render nested todo subtasks via the parent field • fix(desktop): remote bot replies no longer die at the 30s relay deadline (#93911, salvage #93965) • feat(browser): Brave Origin no longer misdetected, real profile browsing + CDP connect (salvage #41505) • fix(todo): Tasks panel stays live across merges, reconnects, and hidden tool progress (salvage #97815, #97811) • fix(browser): real profile browsing on macOS no longer opens signed out or hangs (salvage #96763) • feat(mcp oauth): Desktop MCP OAuth sign in now works against remote backends • fix(cron): Desktop's advertised natural schedules now parse (#51975, salvage #51598 #52504) • feat(desktop): the real profile browsing toggle users couldn't find, Capabilities to Tools to Browser • feat(tui): status rule shows cache hit %, latency, and t/s with shared field toggles (extends #98250) • fix(browser): real profile browsing runs headless, no focus stealing window • fix(todo): unversioned tool.start merges again after desktop resume (#98304, salvage #98306) DEVELOPER TOOLS & PLUGINS (22 PRs) • fix(providers): register Alibaba China + Token Plan providers, 'Unknown provider' despite catalog entry (#73265) • fix(memory): keep Mem0 OSS OpenAI requests direct • feat(loop): /loop runs its first iteration immediately (salvage #97958) • fix(skills): skill_view directory file_path + skill_manage categorized name resolution • fix(prompt): sync DEFAULT_SOUL_MD with the #95681 identity rewrite • docs: sync stale /background references with the /bg + /btw split • fix(tools): restore setup_mcp's never hand edit instruction • fix(delegation): subagents on an explicit base_url keep their provider's request_overrides (#65035, salvage #65054) • feat(skills hub): impeccable joins the optional skills catalog, content pulled live from upstream • feat(cli): status bar gains cache hit %, latency, t/s, and per field toggles (salvage #92696, #39760, #97970) • hermes model shows curated lists for all six Alibaba tiers (salvage #77848) • Background review lands skill patches again, read tools whitelisted, cache parity intact (#61521, #39996) • docs(computer use): browser route and grant references match the shipped tool (salvage #96156) • Qwen Cloud picker gains qwen3.8 max + 4 more missing models (salvage #87808) • feat(delegation): delegation.request_overrides config key sends per child request settings on every resolution branch (salvage #90953) • feat: /plan survives the platform command menu caps as a built in command (closes #67264, #36821, salvage #67292) • Background review accepts profile configured extra tools via opt in whitelist (closes #44672, salvage #82146) • fix(skills hub): skill installs survive dangling refs, sibling links, glob prose, and unpinned fetches (salvages #66828 #82236 #90105 #96336) • feat(compaction): system prompt always rebuilds at the commit boundary, updates finally reach long lived sessions • fix: skill activation no longer repeats the absolute path on every supporting file line (down 31% load cost on reference heavy skills) • refactor(skills): move merge reconciler to optional catalog as agent merge conflict arbiter • refactor(skills): shipped set slim, 15 to optional, github 6 way merge, pdf absorbs OCR, channel gated teams pipeline (index down 26%) SECURITY & SECRETS (4 PRs) • Anthropic OAuth: shared credential refreshes stop burning single use tokens; dashboard PKCE removed (salvage #87891) • fix(browser): copied session cookies are no longer world readable (#96729) • fix(security): env vars with mid name API/KEY/TOKEN no longer flag as exfiltration (salvage #63994) • fix(approval): unattended webhook/API sessions no longer stall 300s on dangerous command approval (#37284, salvage #37317) INTEGRATIONS & CHAT (5 PRs) • fix(telegram): recover exhausted request pool • fix(runtime): provider switch, fallback, and recovery keep request settings in sync (#75091, salvage #75139 #60062) • fix(gateway): custom provider extra_body survives gateway turns and /model switches (#54922, salvage #39429 #52432 #53765) • fix(telegram): pinned skill commands survive the menu cap (salvage #82516) • feat(telegram): every command and skill is searchable via @botname, inline picker bypasses the menu cap STABILITY & FIXES (16 PRs) • fix(cli): slow /handoff transfers no longer misreported as "gateway not running" • 3x fmt(js): npm run fix auto fix • fix(cron): 'every hour' and 'every day' schedules no longer error (salvage #97783) • fix(cron): scheduled jobs no longer lose custom provider request settings (salvage #56876) • fix(cron): bare '30m' schedules recur as documented; 'in 30m' is the one shot (salvage #78928) • fix(cron): repeat='forever' no longer breaks job updates (completes the string repeat class) • fix(compression): stale todo snapshots no longer accumulate or resurrect finished plans (salvage #97604, #89910) • fix(compression): native Codex compaction no longer fires at the stale 200K default on 900K windows (#88695, salvage #88722) • fix(compression): compacted native Codex sessions no longer false trigger 600s local compression mid turn (#96995, #97602, salvage #97006) • fix(native compaction): image only user messages survive checkpoint pruning (salvage #91557, folds #98345 test) • fix(codex): compaction only turns no longer die after 3 continuation attempts (salvage #98008) • fix(compaction): native capability survives same provider /model switches and gateway resume (salvage #94036 + #97292) • fix(compression): native compaction settings hot apply to open sessions (salvage #96740) • fix(compression): lean compaction is one auxiliary request again, 7 to 11 min digest stalls eliminated (#96603) xitter.cf/iamlukethedev/status/2…
Hermes merged 57 PRs on August 29 The ones worth knowing: • /btw now keeps conversation context. /background is retired in favor of /bg • HUD clicks, links, and right-click work on Linux X11 • Task lists nest • grill-me: adversarial plan interview • Desktop: download any file from a preview card • Kanban boards export, import, rename, and delete • New providers: Nebius Token Factory, Ramp Router, Tencent TokenPlan + hy4-preview • /busy is now on gateway platforms • Slack streamed finals unfurl correctly • Voice-bubble transcode across platforms • Ghostty-level pets in the CLI • Optional skills: decision-questionnaire and setup-wizard-generator Here is the full list: DESKTOP IMPROVEMENTS (8 PRs) • feat(desktop): Download button on preview file cards • fix(desktop): ::preview inline widgets work on remote/URL connections • fix(desktop): board switcher crashed on every render • fix(desktop): HUD clicks, links, and right-click on Linux X11 • fix(desktop): MEDIA: any-file delivery — preview card + Download button for non-media files; guidance aligned • fix(desktop): reserve space for pane tab close button • Kanban board export / import, plus board rename and delete in the desktop switcher • refactor(desktop-tools): consolidate preview + project, diet the desktop_ui suite (3,861 → 2,293 tok/call, −41%) VOICE & REAL-TIME (1 PR) • fix(prompt)+feat(gateway): platform-hint truth pass + universal voice-bubble transcode (all 22 hints source-verified) DEVELOPER TOOLS & PLUGINS (16 PRs) • Add `tencent/hy4-preview` to model pickers • feat(providers): add Nebius Token Factory provider (salvage #28253) • feat(providers): add Ramp Router (router.com) provider plugin (salvage #93548) • feat(providers): add Tencent TokenPlan + hy4-preview default (salvage #96939) • feat(cli): Ghostty-level pets in the interactive CLI • feat(optional-skills): decision-questionnaire — async questionnaires for blocked decisions • feat(optional-skills): setup-wizard-generator — bash wizards for human-only setup steps • feat(skills): add optional grill-me skill — adversarial plan interview (salvages #43694) • feat(skills): grill-me becomes plan-interrogation with frontier-rounds interviewing • feat(todo): task lists now nest — subtasks via a ~45-token parent field • /btw answers now ride the background-review warm-cache fork (full context, cache-read cost) • /btw answers side questions with conversation context; /background retired in favor of /bg • feat(prompt): DEFAULT_AGENT_IDENTITY — behavior spec replaces trait list (concise-by-default) • feat(system_prompt): two-line conversation clock — anchored start + rebuild-day line (salvages #96224) • docs(user-stories): add 65 new community stories, newest first • chore: map provider-salvage contributor emails (Neel49, amrrs) SECURITY & SECRETS (4 PRs) • fix(mcp-oauth): avoid locking across resource requests • fix(teams): authenticate Bot Framework connector attachment downloads (pasted images 401) • fix(vertex): pick up rotated service-account files — signature-keyed creds cache • refactor(vertex): fold _creds_cache_key into _sa_snapshot (post-#97701 simplify)
11
8
3
128
19,150
Mark Murphy retweeted
🚨NVIDIA está dando GRATIS 5 de los modelos chinos de IA más avanzados Sin tarjeta.
Sin suscripciones.
Sin pagar por cada modelo. Una sola API key te da acceso a los 5. Esto es lo que puedes usar por $0: DeepSeek V4 Flash → inferencia ultrarrápida MiniMax M3 → coding y desarrollo Qwen3.5-397B → razonamiento avanzado Kimi K2.6 → agentes y workflows complejos GLM 5.1 → modelo general para el día a día Pero lo realmente interesante es cómo puedes utilizarlos. Los 5 funcionan con una API compatible con OpenAI, así que puedes conectarlos a tus herramientas y workflows actuales sin tener que cambiar toda tu infraestructura. Cómo empezar: 1. Ve a build.nvidia.com 2. Crea y verifica tu cuenta 3. Genera tu NVAPI key 4. Configura integrate.api.nvidia.com/v1 como base URL 5. Elige cualquier modelo y empieza a construir Los modelos disponibles: • minimax-m3 • qwen3.5 • kimi-k2.6 • glm-5.1 • deepseek-v4-flash Y hay algo todavía más interesante: La misma API key te da acceso a más de 100 modelos del catálogo de NVIDIA. Puedes usar: → DeepSeek para velocidad
→ Qwen para razonamiento complejo
→ Kimi para agentes
→ MiniMax para coding Todo desde una única API. 5 modelos chinos de IA de primer nivel.
Una sola API key.
$0 para empezar. Guárdalo antes de que lo quiten.
ACABO DE ENCONTRAR UNA API QUE REGALA 10 MILLONES DE TOKENS AL MES Claude Opus 4.8, GPT 5.5, DeepSeek V4, Kimi K2.6 y +340 modelos 100% GRATIS Sin tarjeta de crédito. Solo iniciar sesión con Google y configurarlo en 2 minutos. Esto es lo que ofrece What Runtime de Bad Theory Labs: • 10M de tokens gratis al mes con su router inteligente btl-2, que elige automáticamente el mejor modelo para cada tarea. • Acceso a Claude Opus 4.8, GPT 5.5, DeepSeek V4 Pro/Flash, GLM 5.2, Kimi K2.6, Gemini, Llama, Qwen y más de 340 modelos. • DeepSeek V4 Pro y Flash gratis durante la promoción de lanzamiento. • API compatible con OpenAI. Solo cambias la URL base y funciona con prácticamente cualquier herramienta. Esto puede sustituir varias suscripciones: ChatGPT Plus → 20 €/mes Claude Pro → 20 €/mes Cursor Pro → 20 €/mes Perplexity Pro → 20 €/mes Todo por 0 €. Cómo configurarlo (2 minutos): 1. Entra en runtime.badtheorylabs.com 2. Regístrate con Google (sin tarjeta) 3. Completa el onboarding 4. Recibirás los créditos gratis automáticamente 5. Copia tu API Key (empieza por BTL_) 6. Configura la Base URL: runtime.badtheorylabs.com/v1 7. Selecciona el modelo btl-2 para que el router elija automáticamente el mejor modelo en cada petición. Es compatible con Cursor, OpenCode, Hermes Agent, OpenClaw, Aider, LangChain y cualquier herramienta compatible con la API de OpenAI. Importante: el plan gratuito es una promoción de lanzamiento y puede cambiar cuando aumente el número de usuarios. Además, tiene límites de uso, por lo que no está pensado para cargas de producción muy intensivas. Mientras otros siguen pagando 20€ al mes por usar 1 único modelo, aquí tienes acceso a Claude + GPT + DeepSeek + GLM y cientos de modelos más sin pagar NADA. Guárdate este post antes de que quiten la promoción.
62
287
16
1,822
485,916
Mark Murphy retweeted
Hermes hidden gem: /btw Your agent is deep into a task Then you suddenly need something completely different: Read another file Pull some documentation Review recent commits Run a quick security check You do not want to interrupt the current work or babysit another window Just type: /btw summarize the last 20 commits and flag anything unsafe Hermes launches a separate background session and immediately gives your main chat back. The background agent inherits your: • Model • Provider • Toolsets • Reasoning settings • Fallback model It works independently, then sends the result back automatically when it finishes. In the CLI, the answer appears as a result panel. On Telegram, Discord, Slack, and other messaging platforms, it returns to the same chat. You can use any of these: /background /bg /btw The difference is simple: /queue waits until the current task finishes. /steer changes the task already running. /btw starts a completely separate task while you keep working It is basically telling Hermes: “By the way, handle this too.” Small command Huge multitasking unlock
Hidden Hermes gem: /curator Your Hermes agent can become a skill hoarder The more it learns, the more your skill library fills with: • Old workflows you no longer use • Several skills solving nearly the same problem • Instructions that no longer match your setup • Experiments you completely forgot about /curator is the cleanup crew It tracks how often every managed skill is viewed, used, and updated. Unused skills move through three stages: active → stale → archived By default: • 30 days unused means stale • 90 days unused means archived Nothing is automatically deleted. Archived skills remain recoverable. The part I really like is that Curator waits until Hermes has been idle before doing anything. By default, it checks after seven days and only runs once the agent has been idle for at least two hours. So it cleans quietly without interrupting your work. Useful commands: /curator status See your inventory, activity, pinned skills, and what may become stale next. /curator run Trigger a cleanup immediately. /curator pin <name> Protect an important skill from automatic archival. /curator restore <name> Bring an archived skill back. /curator pause Stop automatic runs. /curator resume Turn them back on. Skills referenced by cron jobs are protected too, so Curator will not archive something a scheduled workflow still needs. And if you enable: consolidate: true An auxiliary model can review overlapping skills, patch outdated instructions, and combine similar skills into broader reusable ones. Imagine collecting seven different GitHub skills over several months. Instead of keeping seven overlapping instructions, Curator can help organize them into a smaller, cleaner set. It also creates reports, backups, and an audit ledger so you can see exactly what changed and roll things back. Hermes learns new skills. /curator keeps that learning from turning into clutter Small command Very smart maintenance
29
25
7
478
118,551
Mark Murphy retweeted
𝕏 is officially giving agents their own identity on the platform... with permissions, ownership and native infrastructure built for the agent era Each bot gets its own real identity on 𝕏: It gets: • Its own @handle • Its own display name • Its own user ID • Its own identity on X But there is no password and no normal login The bot itself acts through its API bearer token And X makes ownership transparent: Every bot carries an “Automated by @owner ” label pointing back to the X account that owns the developer app The entire lifecycle can be managed through the API: • Create a bot • List all bots in your project • Change its @handle or display name • Control who can DM it • Rotate its access token • Instantly revoke access • Permanently delete the bot You can even choose whether DMs are open to: • Everyone • Premium users • Nobody The bot token can access things like: • Reading DMs • Sending DMs • Reading posts • Reading users • Uploading media And the security model is actually pretty serious The bot token is shown ONCE when it is created You can never retrieve that token again If you rotate it, the previous token is automatically killed And there is a separate revoke endpoint that acts basically like an emergency kill switch without deleting the bot itself Another really nice detail: Bot creation is idempotent If your request fails and you retry creating the same @handle, X returns the existing bot and safely issues a fresh token instead of accidentally creating duplicates Bots are also isolated to the developer project that created them.....one app cannot just manage another app’s bots The default allowance is currently 1 bot per project, with the maximum depending on your plan This is basically 𝕏 building native infrastructure for an entire ecosystem of agents: • Support agents • Research bots • Business assistants • Community bots • AI personalities • Automated services • And eventually much more These aren’t bots pretending to be humans They are native bot accounts with their own identity, permissions, security and explicit ownership This is going to be the foundation for an entire agent economy inside 𝕏
63
134
22
1,093
46,592
Mark Murphy retweeted
All SuperGrok and Cursor Pro subscribers now have access to Grok Bot. We're also resetting weekly usage limits for all users. Enjoy!
1,646
1,177
814
18,237
55,338,727
Mark Murphy retweeted
Introducing GLM-5.3-Flash - Leading capabilities at a highly competitive price - Natively multimodal with a 1M-token context window - A 320B-A18B model released under the MIT License - Previously previewed as Ox Alpha, running entirely on Chinese AI chips Blog: z.ai/blog/glm-5.3-flash Available now across all official platforms: Weights: huggingface.co/zai-org/GLM-5… API: docs.z.ai/guides/llm/glm-5.3… Coding Plan: z.ai/subscribe ZCode: zcode.z.ai/en Chat: chat.z.ai AutoClaw: autoclaw.z.ai
998
2,602
2,012
23,757
6,984,200
Mark Murphy retweeted
For the past two months I've been building a new AI benchmark from scratch, based on real tasks from my own workflows across fields that current benchmarks barely touch. The goal is a different read on model capability: strict evaluation, detailed explanations, and clear results on which model is actually best for which kind of work. It stays 100% neutral and fair regardless of sponsorship. I've already put over $12000 of my own money into testing the major models. If any company wants to sponsor the project or provide credits, that means more models tested, more trials run, and a more rigorous final benchmark.
24
50
8
149
61,458