T E M T R A C E @temtrace_ai

Technology Spend With TEMTRACE Actually optimizing your technology estate Without TEMTRACE Cloud Waste SaaS Sprawl Auto-Renewal Traps Unverifiable Reports Infrastructure. Cost. Compliance. All in one trace.

@pmarca TEMTRACE directly addresses the gap between AI adoption and AI value. Instead of asking: “How do we deploy more AI?” We ask: “How do we prove AI is creating measurable business outcomes?

The most dangerous number in enterprise AI is 44%. That is the share of large companies funding the next wave of AI with savings from the last one. But among companies measuring savings, 40% reported reductions of 10% or less. Only 4% cleared 30%. The model is not the bottleneck. The problem is that most companies still cannot prove what their AI accessed, what it did, what it cost, or where the savings came from. That is the gap @temtrace_ai closes. TEMTRACE gives enterprises trace-native visibility across AI systems: cost attribution, data lineage, execution history, and evidence-grade auditability. Because the next AI budget will not be approved on optimism. It will be approved on proof. @BainandCompany @Conste11ation

@linuxfoundation the nonprofit organization enabling mass innovation through open source, 6/3/26 announced the intent to launch the Tokenomics Foundation, a new foundation that will focus on establishing open industry standards, benchmarks, and best practices for the economics of AI infrastructure. @temtrace_ai is built and ready to participate and partnered with @Conste11ation

🌍 The @wef says cyber resilience is becoming critical for global trade. @Conste11ation is already building the trust layer with: 🔐 Digital Evidence 📦 @temtrace_ai 🤖 GATE AI ✅️ Verifiable data. Verifiable AI. Verifiable trade. $DAG #SupplyChain #CyberSecurity #AI #RWA

World Economic Forum @wef

a day ago

More digital connectivity means more #trade – and more systemic vulnerability. #Cybersecurity is becoming economic strategy. weforum.org/stories/2026/0…

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The current state of AI 1/ The State of AI in 2025 (@McKinsey) → lnkd.in/gZXm_PE5 2/@BCG, AI Radar 2026 — official title: As AI Investments Surge, CEOs Take the Lead. 3/ State of AI in the Enterprise 2026 @PwC) → lnkd.in/gbsu6sB6 The foundation 6/ Technology Report 2025 (@Bain) → lnkd.in/gbunajNN 7/ Global AI Pulse Q1 2026 (@KPMG) → lnkd.in/gC7h8rZV The oversight gap 8/ AI Pulse Survey Wave 3 (@EY) → lnkd.in/gRrB4snm 9/ AI Agents in Action (WEF x Capgemini) → lnkd.in/gNHK-q-3 The org rewire 10/ The AI Transformation Manifesto (McKinsey) → lnkd.in/gYwkw-Wn The 2028 horizon 11/ Agentic Enterprise 2028 (Deloitte) → lnkd.in/gv5i_8zp 12/ The $200B Agentic AI Opportunity (BCG) → lnkd.in/gt8hUE4U The consulting firms show the state of AI. TEMTRACE proves what’s real.

TEMTRACE sits in the missing fourth category: Trust, Verification, Provenance, and Accountability for Agent Commerce The missing problem in the article is: “How do you know the agent actually did the work it claims it did?” As agents become customers and businesses, every marketplace eventually asks: Was the research real? Did the browser session actually happen? Was the data fabricated? Did the agent execute the workflow claimed? Which model produced the result? What sources were used? Can the work be audited later? Can another agent trust the output? That is where TEMTRACE becomes critical.

AI doesn’t just create outputs. It creates liability. When something goes wrong, enterprises need answers: What prompt caused it? Which model generated it? What data was accessed? Who approved it? Was anything changed afterward? TEMTRACE provides the lineage. Digital Evidence provides the proof. Together they reduce audit costs, investigation time, compliance overhead, and operational risk while making AI systems accountable at enterprise scale.

5/29 data center week review: TeraWulf Expands Infrastructure Platform with Acquisition of 1+ GW Eastern Kentucky HPC Campus- Terawulf PR Squared Capital Launches U.S. AI Inference and Edge Colocation Data Center Platform With $1BN Commitment - Business Wire Modine jumps after announcing $4B long-term data center cooling capacity agreement - Quiver Quantitative Kio Data Centers signs 10-year PPA with Celsia to power its data center operations in Panama - Data Center Dynamics SoftBank Corp. to launch 'AI Data Center GPU Cloud' offering in Japan - Data Center Dynamics Digital Edge secures $575m financing for APAC data centers - Data Center Dynamics Innio targets $2 billion IPO as AI data center power boom drives energy demand - Seeking Alpha Nscale inks PPA with Vattenfall to power Kvandal data center in Norway - Data Center Dynamics US Dep’t of Commerce awards nine quantum computing companies $2bn in exchange for non-controlling equity stakes - Data Center Dynamics Indonesian Sovereign Wealth Fund Joins the Data Center Boom - Bloomberg

@dara_venture That’s what we did! Meet Maids of technology and AI spend. The boring and unsexy stuff!

TEMTRACE is audit-ready trusted data infrastructure.

Pay special attention to this @claudeai announcement piece "the ability to work independently for longer". That's where AI is heading. As AI takes on more autonomous work, makes more decisions, and operates with less human oversight, the risk surface expands just as fast. That's where we come in with @Conste11ation Gate AI.

Claude @claudeai

a week ago

Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors. Available today at the same price.

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@brettcalhounn TEMTrace turns enterprise technology and AI activity into provable accountability.

🚨 JUST-IN: GET ALL $DAG OFF @UpholdInc ‼️ THEY WILL NOT SUPPORT THE ASSET AFTER JUNE, 9TH

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57 years ago

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@AssetConductor If/when AI accountability becomes infrastructure and TEMTRACE solves the proof problem early with Constellation-backed verification, it could become unusually hard to displace.

Remember when Mobile Device Management (MDM), FinOps, and cloud governance were considered “nice to have?” Then each had its light-switch moment. Suddenly, unmanaged devices became unacceptable. Uncontrolled cloud spend became a board-level issue. Governance became operational necessity. AI is approaching the same inflection point. As enterprises introduce thousands of AI agents and autonomous workflows, a new question emerges: Who owns the agent? What systems can it access? Which cost center absorbs the spend? Who is accountable for its actions? Can you prove what happened? AI operational accountability is next. The enterprises that prepare early will not be asking if they need governance. They’ll already have it. TEMTRACE is ready to support the next wave of technology assets.

Today the team and I finally get to reveal what we've been quietly building: Constellation Gate AI, the prompt-injection defense the developer market has been missing. It works, and we have the benchmarks to prove it. The state of AI agent security right now: prompt injection is OWASP's #1 LLM threat, attacks against AI coding agents like Claude Code and OpenClaw are increasing in the wild, and the only commercial defenses are sold as six-figure annual contracts to enterprise. If you're an individual developer or a small team running an AI coding agent, there is no AI security solution within reach. We built Gate to fill that gap - a drop-in security layer between your AI agent and the model. It screens every request and response for prompt injection, credential leaks, and hijacked tool calls. Available self-serve and bring your own key, so it works with your existing Claude or chatGPT subscription. The proof: we published the benchmark methodology and results today. 97.4% F1 across 16 public prompt-injection datasets. #1 on 8 of them. On the matched comparison with Lakera Guard, the leading enterprise tool, we land at 96.6% F1 to their 83.7%, with false-positive rates 6 to 17 times lower on legitimate prompts. Read the blog post: constellationnetwork.io/blog/gate-ai-p… Sign up for early access to Gate: constellationgate.ai @Conste11ation #AI #OpenClaw

Constellation² @Conste11ation

a week ago

AIAI Holdings' Constellation Network Unveils Gate AI Security Gateway and Performance Benchmarks Ahead of June Launch We benchmarked Gate AI across 16 public prompt-injection datasets. Ranked #1 on half. 53ms median latency. 6-17x fewer false positives than Lakera Guard on

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@diliecat Nice. Absolutely right.

Most companies aren’t ready for AI agents. If your company is 5+ years old, you’re probably dealing with: Legacy data spread across departments 20–30 disconnected systems Multiple telecom, cloud, SaaS, and infrastructure vendors. Workflows no one fully documented Teams manually reconciling invoices and operational data That makes implementing AI agents difficult, expensive, and risky. TEMTRACE fixes the operational foundation first. TEMTRACE pulls data across multiple vendor feeds, normalizes fragmented information, traces how work actually happens, and automates the operational workflows that slow teams down including bill reconciliation and vendor payment processes. Instead of forcing teams to chase invoices, compare spreadsheets, and manually validate charges, TEMTRACE creates a single operational layer across vendors, systems, and workflows. Then AI agents can actually work.