Popular on Amzeal
- Industrial & systems engineering educator and professional to lead global strategic partnerships for professional society - 377
- Every App Assumes the Seller Has an Address. Aki Is Built for Sellers Who Move - 325
- Make this classic claw game your next amusement machine - 286
- Meta Partnership Expanding as Omni One Orders Surge 3X -New Consumer Bundles, Defense Opportunities & AI Robotics: Virtuix Holdings: N A S D A Q: VTIX - 261
- Citizens for West Virginia Election Integrity Urges "FOR" on Amendment 1 - 246
- Novastart Launches the Infinite Canvas OS, Where AI Agents Work in Plain Sight - 238
- Network Services Group Highlights Essential IT Support Services for Cybersecurity Awareness Month - 233
- Acuvance Survey Finds ERP Integration Remains a Key Challenge as Healthcare Organizations Prepare for AI - 223
- Constantine "Costa" Kapothanasis II Acquires The Lubri-Loy Company, Carrying a 77-Year-Old American Lubricant Brand Into Its Next Era - 218
- ESPEC North America Brings Integrated Semiconductor Reliability Testing to SEMICON West 2026 - 215
Similar on Amzeal
- Romanian Software Company ASSIST Software Ranks Second Nationally Among Large Enterprises in Its Category
- Technical Brief Examines Enterprise Integration Challenges as AI Agent Platforms Expand
- PropAccount.com Launches PropWallet, Turning Prop Firm Payouts Into Repeat Sales
- Logicraft Launches FuelDeck™, AI That Turns Aviation Fuel Tickets Into One Traceable Ledger
- RAS AP Consulting Advances 1099 Education and Readiness Initiative Through IFOL Training and Finance Technology Showcase
- AthleteMerch.com Surpasses 100,000 Custom Items Delivered to Fans Nationwide
- AeroNet Deploys netElastic vBNG and CGNAT with Tarana Wireless to Deliver Scalable, Fiber-Class Broadband Across Puerto Rico
- Atlanta Company Launches Free, Ad-Free, Nonpartisan Voter Planning App for All 50 States Ahead of the Nov. 3 Election
- Security Industry Veteran Anthony Rumore Launches AegisLead to Help Security Companies Find Business and Manage Growth
- Nextlink Internet Deploys netElastic to Modernize Its Hybrid Broadband Network
PhantomByte Publishes Agent Automation Toolkit: 92 Scripts Behind a Two-Agent AI System
Amzeal News/10646563
The MIT-licensed repository shows how two AI agents plan, run, and verify their own scheduled work, with every script written to catch a run that reported success it did not have.
RONKONKOMA, N.Y. - Amzeal -- PhantomByte has published Agent Automation Toolkit, a public repository containing the scripts, scheduled jobs and skill definitions that run two AI coding agents as working automation rather than a demo. One agent runs on Windows and one runs on Linux, and both keep to the same rule: verify before you report.
The repository holds 92 runnable scripts grouped by domain, 34 scheduled jobs with their expressions and full instructions, and 281 skill definitions, 262 for Hermes and 19 for Pi, plus an architecture document on how the two agents hand work to each other. Each job declares a runner type, and 12 of the 34 run a deterministic script with no model call at all, which keeps the cheap half of every schedule cheap. Three hooks run before a tool executes: a per-turn tool-call ceiling, a guard that moves a stale scratch file aside so a legitimate write is not refused, and a stripper for hard-wrapped delivered text.
More on Amzeal News
Most of the code exists because a previous run claimed a result it had not produced. An email job once reported success with the attachment missing, so imap_readback.py now re-reads the inbox and compares the decoded attachment length to the file on disk. A nightly backup failed for consecutive runs behind a pre-push guard, so the backup script gives every git call a timeout and a non-zero exit, which makes a failed push a failed run. The job-search pipeline resolves each posting to the employer's own apply page and fetches it live, because a blocked fetch is not a verified lead.
"Every script in that repository exists because a run told me it worked and it hadn't," said Vinny Barreca, systems builder at PhantomByte. "A status line that prints every time stops being read, so most of these jobs stay silent until something is actually wrong. The ones that must speak are written to say so."
More on Amzeal News
The toolkit is aimed at developers running local or self-hosted agents, at teams moving work out of a chat window and into a schedule, and at engineers who inherited automation nobody documented. It runs on Python 3.9 and up with the standard library for most of the code, adds playwright, requests, scrapling and weasyprint only where a script calls for them, and needs Node 18 for two files.
Repository: https://github.com/vincentsativa/agent-automation-toolkit
About PhantomByte: PhantomByte is an independent engineering studio in Ronkonkoma, New York, building production AI systems, sovereign AI infrastructure and hands-on technical tutorials.
Articles: https://articles.phantom-byte.com
The repository holds 92 runnable scripts grouped by domain, 34 scheduled jobs with their expressions and full instructions, and 281 skill definitions, 262 for Hermes and 19 for Pi, plus an architecture document on how the two agents hand work to each other. Each job declares a runner type, and 12 of the 34 run a deterministic script with no model call at all, which keeps the cheap half of every schedule cheap. Three hooks run before a tool executes: a per-turn tool-call ceiling, a guard that moves a stale scratch file aside so a legitimate write is not refused, and a stripper for hard-wrapped delivered text.
More on Amzeal News
- Christmas Beats Summer in Paris: Travel Photoshoots Peak on Dec. 30
- Qscription Technologies Welcomes Joanna Krause, MD, MRMD to Its Clinical Advisory Board
- Jamie Foxx's SKVLK Fest Sets the Record Straight on Stabbing Reports Following Star-Studded Celebration
- Andrew Balzano Releases One of My Life's Passions: Classics and Mysteries, a Fan's Guide to Great Mysteries Worth Rewatching
- Arizona Technology Council Elects Raytheon and Western Alliance Bank Leaders to Board of Directors
Most of the code exists because a previous run claimed a result it had not produced. An email job once reported success with the attachment missing, so imap_readback.py now re-reads the inbox and compares the decoded attachment length to the file on disk. A nightly backup failed for consecutive runs behind a pre-push guard, so the backup script gives every git call a timeout and a non-zero exit, which makes a failed push a failed run. The job-search pipeline resolves each posting to the employer's own apply page and fetches it live, because a blocked fetch is not a verified lead.
"Every script in that repository exists because a run told me it worked and it hadn't," said Vinny Barreca, systems builder at PhantomByte. "A status line that prints every time stops being read, so most of these jobs stay silent until something is actually wrong. The ones that must speak are written to say so."
More on Amzeal News
- The 4th Annual Newark Summit for Economic Development, Placemaking & Innovation Returns on December 8th
- Australia's Data Centre Power Demand Surges as Nexorumi Highlights AI Infrastructure Challenges
- Romanian Software Company ASSIST Software Ranks Second Nationally Among Large Enterprises in Its Category
- RonaldReeves.com Launches Comprehensive Hub of Free Online Tools and Calculators
- Misophonia Foundation Releases Free World of Warcraft Addon To Block Visual Triggers
The toolkit is aimed at developers running local or self-hosted agents, at teams moving work out of a chat window and into a schedule, and at engineers who inherited automation nobody documented. It runs on Python 3.9 and up with the standard library for most of the code, adds playwright, requests, scrapling and weasyprint only where a script calls for them, and needs Node 18 for two files.
Repository: https://github.com/vincentsativa/agent-automation-toolkit
About PhantomByte: PhantomByte is an independent engineering studio in Ronkonkoma, New York, building production AI systems, sovereign AI infrastructure and hands-on technical tutorials.
Articles: https://articles.phantom-byte.com
Source: PhantomByte
Filed Under: Software, Artificial Intelligence
0 Comments
Latest on Amzeal News
- New Patient Data Show REQORSA® Activating Cellular Repair Pathways as Roche Collaboration Advances Precision Lung Cancer Strategy for Genprex, Inc
- Genuine Hospitality, LLC Selected to Operate Holiday Inn Express & Suites Jacksonville – Town Center
- Integrative Systems Applies AI to IBM i Modernization While Preserving Critical Business Logic
- Shiokly Launches Online Marketplace to Help Singapore Home-Based Businesses Sell More, With First Product Listed Free
- Freight Broker 911 and Milton Collier Introduce "What's The 911?"—A New Podcast Built on Real Talk, Real Freight, and Real Opportunity
- PropAccount.com Launches PropWallet, Turning Prop Firm Payouts Into Repeat Sales
- GlucoPredict™ Prepares for Second Pilot of Meal and Portion Education Platform
- KOLBUS America, For All Of Your Hycorr Equipment And Service Needs
- Arizona Technology Council and Arizona Commerce Authority Announce Winners and Finalists for GCOI 2026
- Heritage at Hopewell Announces New 3.875% Year-One Mortgage Rate Buydown Incentive on Quick Delivery Townhomes (7.11% APR)
- New TROP2 Research Breakthrough Strengthens REQORSA® Gene Therapy Story as Roche Collaboration Advances Precision Lung Cancer Treatment: Genprex, Inc
- Looop Promises Never to Sell Families' Data or Show Them Ads
- Austin Startup Already Ships Aging-Parent Alerts While a Public Company Is Still Promising Them
- GoodWe HCA G2 Series Smart Solar EV Charger: Smart Charging Solutions for Australian Homes
- Advanced Computer Innovations Launches EDGARtag.AI™, an Affordable, Fully Automated Self-Service AI-driven Inline XBRL Tagging Platform for SEC Fil
- Rent a Truck or Hire Movers? New Data Shows Fuel Now Makes Up to 40% of DIY Moving Costs
- VersaFile Named a 2026 Deloitte Technology Fast 50 Companies-to-Watch Winner
- GEO Jobe Promotes Roy Carrell to Director of GIS Services
- Club Wyndham Research Identifies the "Holiday Rewind Effect": 93% of Parents Recreate Their Own Childhood Holidays for Their Kids
- GreenSight Joins Character Labs G7, Secures $200K Investment
