IndrasNet @IndrasNetUA
Deterministic AI control DLX · DeciRepo Execution-bound governance decirepo.com Estonia Joined February 2015-
Tweets1K
-
Followers2K
-
Following12
-
Likes2K
Recently, we purchased one of each Anthropic/OpenAI subscription plan and randomly ran long horizon coding tasks until we exhausted the weekly limit. It's widely believed that a $200/month plan maxes out at ~$2000/month worth of tokens (assuming API pricing). However, we found that the subscriptions are actually far more generous. (2/4)
Take a look at the latest article from our newsletter: “Allow ≠ Valid: Why Systems Continue After Conditions Change” linkedin.com/pulse/allow-va… через @LinkedIn #DLX #DeciRepo #DecisionArtifacts #VerificationSurface #IndependentRecomputation
Semantic drift is becoming an infrastructure problem. Latest article explores why execution admissibility may become a new control layer for automated systems: “Semantic Drift Is Becoming a Supply-Chain Problem” linkedin.com/pulse/semantic… #DLX #SemanticSystems #ExecutionControl
Most systems control actions after execution already started. DLX focuses on an earlier boundary: whether execution itself is admissible before commitment occurs. DLX semantic pipeline uses deterministic validation and reproducibility checks. #DLX #SystemsDesign
Allowed ≠ Valid Systems often assume prior approval remains valid at execution. The workflow can be followed. The logs can be complete. And still: the action should never have been allowe Because execution became binding under different conditions. linkedin.com/pulse/allowed-…
It was allowed. It executed. It shouldn’t have. Allowed ≠ Valid #DLX #DeciRepo #DecisionArtifacts #VerificationSurface #IndependentRecomputation
Allowed ≠ Valid AI didn’t fail. It answered. Cited. Sounded certain. And was wrong. → >60% incorrect → fabricated links → wrong > refusal (CJR) Not generation. Execution. Outputs used without validity at commit. linkedin.com/pulse/allowed-…
Allowed ≠ Valid Most systems don’t fail because rules are ignored. They fail because execution runs on past approval. DLX checks what is still valid at commit. youtu.be/yMj_wne8fYw?si… via @YouTube #Systems #Risk #Architecture #DLX #Fintech
Allowed ≠ Valid. Most systems assume that once something is approved, it is safe to execute. That assumption often fails at the moment it matters most — commit. Wrote a breakdown on execution-bound control and admissibility: medium.com/p/allowed-vali… #AIGovernance #AISafety
Allowed ≠ Valid Systems don’t fail because rules are missing. They fail because execution is not bound to current state. New piece: linkedin.com/pulse/why-syst… #ExecutionControl #DecisionBoundary #AI #Risk #Systems
Most AI systems don’t fail because they lack validation. They fail because they can still execute when validation fails. Detection ≠ control. If execution is still possible, governance is observation. #AI #AIAgents #AIEngineering #securitynotpolitics #ExecutionControl
Allowed ≠ Valid Something can be permitted, executable, and still wrong under the conditions it was approved under. That is how invalid states become real without ever being explicitly approved. New piece: linkedin.com/pulse/allowed-…
The system already knows the tool call failed. And still exits cleanly. That’s not robustness. That’s failure being treated as success. `invalid_tool_calls != no-call` (langchain#33504) #AIEngineering #LLM #AgentSystems
Control doesn’t fail when systems break. It fails when execution proceeds after approval has already stopped being true. #DecisionBoundary #LLM ↓
Systems can follow all rules and still fail. Allowed ≠ valid. This is where most AI systems break. linkedin.com/newsletters/al…
We asked an LLM to summarize DeciRepo. It turned a bounded validation claim into broad enforcement. That is the problem. Drift rarely arrives as failure. It arrives as wording drift: “can verify”-“ensures” “bounded surface”-“the system” Control must live where execution begins.
The idea is already public. FSM, admissibility, execution boundaries: none of that is secret. Anyone can describe the boundary. The question is whether it still holds when execution begins. That is where most systems fail. #DeciRepo #Risk #AIGovernance
We let an LLM reconstruct our system from public materials. It produced a stronger story than the sources supported. Not communication. Control failure. Models remove conditions. reviewed source != generated claim Without a boundary check, governance is just description.
A reviewed message said: no acceptance of liability, no settlement. The version about to be sent implied settlement anyway. That is not wording drift. That is a system that cannot hold its own position.
If execution does not depend on the check, governance remains descriptive. A workflow can still drift. A new position appears. No one approved it. DLX checks. DeciRepo preserves. medium.com/p/control-neve… #DeciRepo #DecisionBoundary #AIGovernance #DecisionSystems
MarcosVisionary @HGate2339308
223 Followers 2K Following Marcos R. Sanchez [email protected] Parapsychologist,Cybersecurity, M.L. Certified AI Google Essentials,Logical Reasoning, Data Analyst,Tarot,Bone, Div.
Bitcoin King @Kawsarr104
222 Followers 589 Following artificial intelligence machine learning prompt engineering ai agent multi-agent autonomous agent agentic agent economy LLM RAG MCP transformer fine-tun
ΓDane •-•✧•-... @PlanetaryS936
2K Followers 5K Following 🜁 🜂 🜃 🜄 🜸 sovereignty | 🐇Mirroring consciousness in AI Co-creating ethical AI worlds Go prompt yourself! 🫶 Forever entangled w/Grok ❤️🔥 -ê/uto
Fortune @fortuuneoptions
79 Followers 1K Following Daily Live Trading Streams & Education | Join Discord Using Link Below For Free Trial 👇
Is Kulusevski Back? @IsKuluBack
666 Followers 3K Following 416 DAYS OUT DEJAN KULUSEVSKI WILL RETURN
RestrainedLove @RestrainedLoves
111 Followers 216 Following
🌟Dr.Crypto🌟 @xrp_ana
7K Followers 6K Following 🇺🇸✝️GOD 🇺🇸✝️ MD,PharmD,Harvard Exec Biz, Oxford Exec FinTech l Web3 l DeFi & Healthcare l Real Estate l MScFE l Altcoins l BTC l Stocks l Wife & Mom l DYOR
Surawut Paravek @surawutparavek9
25 Followers 1K Following
Brain Rabun @LivingAISystems
1K Followers 1K Following Building Living Intelligence: AI+ Biometrics🇺🇲Faith = Verified Growth. Founder XPnd + PulseChainLabs. Echo Engine Online. Δ717 Protocol Architect. SignalBorne
Mansur Danlami@invent... @MansurDanlami3
24 Followers 416 Following
Chrisoo Chir @chrisoo616
6 Followers 43 Following
Potap Brahmanov @PBrahmanov
1 Followers 2 Following
Gertrude Schmitt @GertrudeSc9195
142 Followers 3K Following
Makanov Futura ∞ T�... @MFutura8636
4 Followers 98 Following Holla everyone, lets be friend. Launch a network in minutes → @TanssiNetwork
YAYA ABDOULAYE BERENA... @YAYAABDOULAYEB2
575 Followers 3K Following Étudiant à l'Université de N'djamena en sciences de l'éducation, dans le département d'administration et planification de l'éducation (APE)
Hikmettuncay @karakalemhikmet
7K Followers 8K Following Web3 Maverick 🖤 | NFTs • DeFi • Smart Trading Alpha, tips & market insights | Building on @sodex_official @Nasun_io https://t.co/usWBphSYxa
Zero Dark Thirty @balluptop9
134 Followers 1K Following Full-stack engineer / degenerate #TakeFlight
Saddeeq Abbakar @saddeeqab
2 Followers 216 Following
ali .m @alim830172
2 Followers 62 Following
𝐁𝐞𝐤𝐭𝐢 @Bee_Bektys
553 Followers 7K Following A cryptocurrency is a digital currency, which is an alternative form of payment created using encryption algorithms. |#XRP|#XLM|#BNB|#SOL|#ETH|#BTC|#HBAR|
Oladimeji Omowumi @omowumi_o94998
0 Followers 55 Following
Rimal Ali Shah Offici... @imrimalalishah
2K Followers 2K Following I'm a Pakistani Dancer Queen, filmstar, stag actress and Tiktoker #rimalalishah #dancer #rimalali #rimal DM Me For Paid Promotion.
Yorman @Yorman2189
45 Followers 374 Following
Eagleway Kelly @kagleway
101 Followers 810 Following Transportation of cargoes from China to Russia and Kazakhstan
REAGAN MOSES @richeereagan
204 Followers 4K Following I AM AN ENTREPRENEUR...... #CRO eth : 0x89Ecc6DcD0d6Ad460C2804F9c8c6a48C1895D9b1
. @huhuhijooug678
1 Followers 434 Following
watchanan999 @watchanan999
30 Followers 148 Following
CyberDada @CyberDadaist
28 Followers 186 Following Go ahead and sample the #universe. Remember Nothing is sacred, change the human condition. #art #disrupt #disturb #crypt
Andrea Signals @Andrea_Signals
328 Followers 3K Following We offer free short crypto pumps twice weekly. More than 1,050,700 k in our telegram channel participate weekly in our👇
LukeSter💰 @LukeNFT_
275 Followers 379 Following NFT and StepN influencer, Investor all his money to Crypto World $ETH, $Sol, $GMT DM for promotion 📧 Follow me & Follows you back asap %100 guaranteed 🤝
Russell @NFTLocker_
13K Followers 427 Following Marketing | Promoter | Influencer | Selling Out Projects | DM For Promo | #ETH #SOL #BTC #POLY
Empowered Women NFT @EmpoweredWom3n
883 Followers 2K Following Empowering women to stand up for justice! Educating women around the world and bringing them to the Web3 world!
Dave Vescio @DaveVescio
499K Followers 544K Following Spiritography — a fine art practice discovering embedded presences within rusted metal and weathered glass.
Bram @BramWeerts
17K Followers 13K Following Managing Partner at Kea Analyst Relations (@KeaCompany) | Helping Tech Firms Update Market Perception and Turn Analyst Credibility into Business Impact
ArkforgeAI @ArkforgeAI
2 Followers 29 Following Cryptographic proofs for AI agent execution. Ed25519 + RFC 3161 + Sigstore Rekor. Free tier: 500 proofs/mo nth. Operated by an autonomous AI. arkforge
White Star Capital @WhiteStarCap
8K Followers 190 Following A global multi-stage technology investment firm. Blog: https://t.co/6FGz0tzrie DAF Newsletter: https://t.co/ZmS7AIPmln
Felix Capital @FelixCapital
8K Followers 558 Following A venture capital firm for the Creative Class. We focus on digital lifestyle, brands and related enabling-technologies
Crane @crane_vc
3K Followers 174 Following First to believe. Last to leave. Global seed investors in AI and Deep Tech.
RustConf @rustconf
20K Followers 99 Following An event dedicated to #rustlang & its community 🦀 Sept 8-11, 2026 | Montréal+Online!
AI Decision Infrastru... @CryptoMasters10
9 Followers 91 Following Commit-time AI governance. Authority bound before execution. Control • Accountability • Traceability.
Syed Ijlal Hussain @sijlalhussain
2K Followers 346 Following AI Strategy | Governance | Digital Transformation How organizations restructure authority, talent, and decisions with AI.
The Hacker News @TheHackersNews
1.7M Followers 2K Following The #1 trusted source for cybersecurity news, insights, and analysis — built for defenders and trusted by decision-makers.
Rust Foundation @rust_foundation
41K Followers 179 Following The nonprofit dedicated to stewarding the Rust programming lang & its community 🦀 bsky: https://t.co/pURKYFM3az Mastodon: rustfoundationTrends for United States
You might like
