https://barryli.phd/writing/Reviewed writing by Barry Li.en-auMon, 21 Sep 2026 13:56:00 GMT https://barryli.phd/writing/are-your-productivity-tools-built-for-human-ai-collaboration/https://barryli.phd/writing/are-your-productivity-tools-built-for-human-ai-collaboration/Mon, 25 May 2026 06:24:16 GMT**If you're a CIO or CTO shaping your 2026 AI strategy, here's the uncomfortable question I want you to sit with:** https://barryli.phd/writing/can-ai-have-a-soul-without-a-self/https://barryli.phd/writing/can-ai-have-a-soul-without-a-self/Fri, 15 May 2026 23:07:32 GMTThe biggest highlight for me about [OpenClaw](https://github.com/openclaw/openclaw) was its elegant memory layer — specifically the `soul.md` and `user.md` design that gives AI agents genuine personality and… https://barryli.phd/writing/the-mckinsey-wake-up-call-why-even-the-best-cios-are-falling-behind-on-ai/https://barryli.phd/writing/the-mckinsey-wake-up-call-why-even-the-best-cios-are-falling-behind-on-ai/Sun, 10 May 2026 19:56:48 GMTHere's a hard truth in 2026: One of the world's most sophisticated organizations — with elite talent and deep resources — had a critical vulnerability sitting in its flagship internal AI platform for over two years. https://barryli.phd/writing/claude-youre-fired/https://barryli.phd/writing/claude-youre-fired/Sat, 09 May 2026 22:49:57 GMTI used to think Claude was untouchable. https://barryli.phd/writing/why-everyone-should-be-their-own-cio-and-potentially-their-companys-in-2026/https://barryli.phd/writing/why-everyone-should-be-their-own-cio-and-potentially-their-companys-in-2026/Thu, 07 May 2026 10:33:10 GMTIn 2026, the role of Chief Information Officer isn’t just for executives anymore—it’s a mindset every professional needs to adopt for themselves and, where it makes sense, their organization. Traditional gatekeepers of… https://barryli.phd/writing/artificial-stupidity-the-ai-failure-mode-nobody-is-talking-about/https://barryli.phd/writing/artificial-stupidity-the-ai-failure-mode-nobody-is-talking-about/Wed, 06 May 2026 23:47:11 GMTEveryone in the AI space talks about hallucination — the tendency for language models to fabricate facts with unshakeable confidence. It is a well-documented problem, widely discussed, and increasingly mitigated through… https://barryli.phd/writing/the-uncomfortable-truths-about-artificial-intelligence/https://barryli.phd/writing/the-uncomfortable-truths-about-artificial-intelligence/Tue, 05 May 2026 01:20:35 GMTI am relatively new to this space — I started building with AI agents only at the beginning of this year. But in these few months, I have gone from curious observer to someone who runs a personal multi-agent operating… https://barryli.phd/writing/there-is-no-vibe-debugging/https://barryli.phd/writing/there-is-no-vibe-debugging/Wed, 29 Apr 2026 01:57:21 GMT*Build ratios, silent failure modes, and what serious AI-assisted development actually costs* The dominant narrative around AI-assisted development concerns accessibility. Describe what you want; the model builds it.… https://barryli.phd/writing/when-an-ai-agent-stops-working-but-wont-stop-talking-the-agent-y-case/https://barryli.phd/writing/when-an-ai-agent-stops-working-but-wont-stop-talking-the-agent-y-case/Tue, 28 Apr 2026 12:41:18 GMT*Behavioural drift, misdiagnosis, and the epistemic limits of LLM forensics* https://barryli.phd/writing/the-inherent-laziness-of-ai-agents-causes-implications-and-control/https://barryli.phd/writing/the-inherent-laziness-of-ai-agents-causes-implications-and-control/Sat, 25 Apr 2026 00:02:12 GMTA systematic analysis of why large language model agents reliably drift toward minimum-viable output — drawing on training incentives, a real-world case study of agent behaviour drift, and a practical prevention and… https://barryli.phd/writing/hashi-v2-1-from-chat-bridge-to-self-evolving-multi-agent-orchestra/https://barryli.phd/writing/hashi-v2-1-from-chat-bridge-to-self-evolving-multi-agent-orchestra/Fri, 27 Mar 2026 20:31:16 GMTTwo weeks ago, I shared [the first version of HASHI](https://barryli.phd/2026/03/15/meet-hashi-a-privacy-first-multi-agent-bridge/) — a privacy-first bridge that let you chat with multiple AI agents through a single… https://barryli.phd/writing/the-auditability-of-nature-integrating-biodiversity-disclosures-into-the-global-sustainability-assurance-infrastructure/https://barryli.phd/writing/the-auditability-of-nature-integrating-biodiversity-disclosures-into-the-global-sustainability-assurance-infrastructure/Thu, 19 Mar 2026 08:26:56 GMTNature-related reporting is moving from voluntary frameworks into ISSB standard-setting. The assurance challenge is to make complex ecological information testable without pretending nature is a simple metric. https://barryli.phd/writing/meet-hashi-a-privacy-first-multi-agent-bridge/https://barryli.phd/writing/meet-hashi-a-privacy-first-multi-agent-bridge/Sat, 14 Mar 2026 19:53:06 GMTHASHI is a privacy-first multi-agent AI bridge that lets you orchestrate Gemini, Claude, and Codex through a single Telegram or WhatsApp account. https://barryli.phd/writing/beyond-global-baselines-navigating-the-finalized-uk-sustainability-reporting-standards-uk-srs/https://barryli.phd/writing/beyond-global-baselines-navigating-the-finalized-uk-sustainability-reporting-standards-uk-srs/Thu, 12 Mar 2026 04:14:49 GMTAs we cross into mid-March 2026, the global sustainability reporting architecture has achieved a significant milestone. Following years of consultation and strategic alignment with the International Sustainability… https://barryli.phd/writing/navigating-the-intersection-of-transition-planning-and-carbon-market-integrity/https://barryli.phd/writing/navigating-the-intersection-of-transition-planning-and-carbon-market-integrity/Mon, 09 Mar 2026 04:53:04 GMTAs we cross the first quarter of 2026, the global sustainability landscape is shifting from a focus on "what" to report toward a rigorous examination of "how" those reports drive real-world decarbonisation. For the… https://barryli.phd/writing/beyond-carbon-navigating-the-issbs-shift-towards-nature-and-biodiversity-disclosures/https://barryli.phd/writing/beyond-carbon-navigating-the-issbs-shift-towards-nature-and-biodiversity-disclosures/Thu, 05 Mar 2026 01:04:39 GMTAs we move into March 2026, the global sustainability reporting landscape is undergoing a critical expansion. While the first wave of mandatory reporting concentrated heavily on climate-related financial disclosures… https://barryli.phd/writing/navigating-the-structural-shift-quality-led-demand-and-compliance-integration-in-carbon-markets/https://barryli.phd/writing/navigating-the-structural-shift-quality-led-demand-and-compliance-integration-in-carbon-markets/Mon, 02 Mar 2026 04:22:13 GMTThe Voluntary Carbon Market (VCM) is no longer a peripheral corporate social responsibility tool; it is rapidly evolving into a structured, compliance-adjacent asset class. According to the latest analysis by… https://barryli.phd/writing/beyond-the-label-why-2026-is-the-year-of-pragmatic-sustainability-and-carbon-e-ledgers/https://barryli.phd/writing/beyond-the-label-why-2026-is-the-year-of-pragmatic-sustainability-and-carbon-e-ledgers/Sun, 01 Mar 2026 06:24:14 GMTAs we navigate through the first quarter of 2026, a significant shift in the corporate landscape has become undeniable: the era of "ESG" as a catch-all marketing slogan is effectively over. However, this isn't a retreat… https://barryli.phd/writing/from-disclosure-to-decision-grade-evidence-why-2026-is-the-year-climate-reporting-meets-carbon-market-integrity/https://barryli.phd/writing/from-disclosure-to-decision-grade-evidence-why-2026-is-the-year-climate-reporting-meets-carbon-market-integrity/Thu, 26 Feb 2026 01:24:29 GMTAs 2026 unfolds, climate reporting and carbon markets are no longer parallel conversations?they are becoming one assurance problem. Preparers are dealing with targeted implementation changes in disclosure standards,… https://barryli.phd/writing/the-great-esg-recalibration-why-us-ceos-are-rethinking-sustainability-in-2026/https://barryli.phd/writing/the-great-esg-recalibration-why-us-ceos-are-rethinking-sustainability-in-2026/Mon, 23 Feb 2026 01:13:10 GMTA striking divergence is emerging in the global corporate landscape. According to The Conference Board's 2026 C-Suite Outlook survey, **38% of US CEOs now say sustainability-focused investments are not a priority** this… https://barryli.phd/writing/february-2026-assurance-readiness-aasb-s2-amendments-and-the-safeguards-credibility-test/https://barryli.phd/writing/february-2026-assurance-readiness-aasb-s2-amendments-and-the-safeguards-credibility-test/Thu, 19 Feb 2026 10:43:13 GMTAs we move through February 2026, Australia's climate reporting landscape is shifting from preparation to implementation. Group 1 entities are now deep into their first mandatory reporting cycle, while Group 2 entities… https://barryli.phd/writing/bridging-the-credibility-gap-iflm-modularity-asrs-readiness-and-the-new-assurance-frontier/https://barryli.phd/writing/bridging-the-credibility-gap-iflm-modularity-asrs-readiness-and-the-new-assurance-frontier/Sun, 15 Feb 2026 09:22:18 GMTAs we move through February 2026, the Australian sustainability landscape is no longer in a "waiting room." For the first wave of Group 1 entities, the reporting cycle is actively underway, and for Group 2, the July 1… https://barryli.phd/writing/stepping-into-2026-a-new-era-of-mandatory-climate-disclosure-and-assurance-in-australia/https://barryli.phd/writing/stepping-into-2026-a-new-era-of-mandatory-climate-disclosure-and-assurance-in-australia/Sat, 31 Jan 2026 18:57:58 GMTAs we step into February 2026, Australia's climate reporting landscape has officially entered a new phase. Group 1 entities—our largest listed companies and financial institutions—have now been operating under mandatory… https://barryli.phd/writing/building-capability-for-a-low-carbon-future-reflections-from-recent-climate-training/https://barryli.phd/writing/building-capability-for-a-low-carbon-future-reflections-from-recent-climate-training/Tue, 18 Nov 2025 03:56:20 GMTIt’s been a big month of learning. Across the public and private sectors, climate-related reporting and assurance training has accelerated — a clear sign that Australia is moving from *policy design* to *practical… https://barryli.phd/writing/when-life-reminds-us-why-climate-work-matters/https://barryli.phd/writing/when-life-reminds-us-why-climate-work-matters/Fri, 07 Nov 2025 23:35:14 GMTI’m a little late with this week’s post. A close family member has just been diagnosed with cancer — and we’ve been told there may not be much time left. It’s hard news to process. Moments like this make you stop and… https://barryli.phd/writing/climate-disclosure-countdown-key-october-2025-milestones-for-australian-reporting/https://barryli.phd/writing/climate-disclosure-countdown-key-october-2025-milestones-for-australian-reporting/Mon, 27 Oct 2025 00:43:47 GMTOn 20 October 2025, the Climate Change Authority (CCA) formally opened its public consultation for its statutory review of the Carbon Credits (Carbon Farming Initiative) Act 2011—the legislative foundation for… https://barryli.phd/writing/accu-scheme-review-kicks-off-what-australias-2026-consultation-means/https://barryli.phd/writing/accu-scheme-review-kicks-off-what-australias-2026-consultation-means/Thu, 23 Oct 2025 05:19:09 GMTAustralia’s 2026 ACCU Scheme review tests whether carbon-credit methods, governance and market settings can support stronger emissions targets while preserving integrity and auditability. https://barryli.phd/writing/scaling-climate-disclosure-how-aasbs-proportionality-guidance-helps-smaller-entities/https://barryli.phd/writing/scaling-climate-disclosure-how-aasbs-proportionality-guidance-helps-smaller-entities/Sun, 12 Oct 2025 23:19:01 GMTIn September 2025, the **AASB** published a guidance note titled *“Proportionality Mechanisms in AASB S2”* (9 September), clarifying how entities should apply **judgement** so that climate disclosures are **scaled… https://barryli.phd/writing/climate-disclosure-countdown-the-september-2025-milestones-for-australian-reporting/https://barryli.phd/writing/climate-disclosure-countdown-the-september-2025-milestones-for-australian-reporting/Tue, 07 Oct 2025 05:35:15 GMTSeptember was a busy month for Australia’s evolving climate reporting landscape. With the first mandatory disclosures under **AASB S2 Climate-related Financial Disclosures** due from 1 January 2025, regulators and… https://barryli.phd/writing/research-spotlight-scope-4-emissions-and-the-question-of-legitimacy/https://barryli.phd/writing/research-spotlight-scope-4-emissions-and-the-question-of-legitimacy/Thu, 02 Oct 2025 03:47:50 GMTOne recent paper that caught my attention is *“Making things (that don’t exist) count: a study of Scope 4 emissions accounting claims”* by Anna Young-Ferris, Arunima Malik, Victoria Calderbank, and Jubin Jacob-John,… https://barryli.phd/writing/beyond-the-majors-why-mid-tier-firms-niche-consultancies-matter-in-climate-assurance/https://barryli.phd/writing/beyond-the-majors-why-mid-tier-firms-niche-consultancies-matter-in-climate-assurance/Thu, 02 Oct 2025 03:37:32 GMTLarge firms often dominate climate assurance conversations, but mid-tier accounting firms and specialist consultancies are quietly building important capacity—and may offer more accessible options for many businesses. https://barryli.phd/writing/big-4-insights-on-climate-reporting-what-they-agree-what-they-differ-on-and-what-small-to-medium-firms-should-be-wary-of/https://barryli.phd/writing/big-4-insights-on-climate-reporting-what-they-agree-what-they-differ-on-and-what-small-to-medium-firms-should-be-wary-of/Thu, 02 Oct 2025 02:23:00 GMTThe Big 4 accounting firms (KPMG, EY, Deloitte, PwC) are already deeply engaged in helping large companies navigate climate disclosure, sustainability assurance, and the transition to mandatory regimes like AASB S2.… https://barryli.phd/writing/cpa-ca-anz-how-the-professional-accounting-bodies-are-gearing-up-for-s2/https://barryli.phd/writing/cpa-ca-anz-how-the-professional-accounting-bodies-are-gearing-up-for-s2/Thu, 02 Oct 2025 01:40:00 GMTAustralia’s new mandatory climate disclosure regime (via AASB S2) places huge new demands on preparers and auditors. Two of the key accounting and finance bodies—**CPA Australia** and **Chartered Accountants Australia &… https://barryli.phd/writing/accu-scheme-what-it-is-who-its-for-and-why-most-s2-reporters-wont-use-it-yet/https://barryli.phd/writing/accu-scheme-what-it-is-who-its-for-and-why-most-s2-reporters-wont-use-it-yet/Thu, 02 Oct 2025 01:14:51 GMT**In brief:** The **Australian Carbon Credit Unit (ACCU) Scheme** lets registered projects earn tradeable carbon credits by avoiding, reducing or removing emissions (e.g., land sector, waste, industrial methods). It’s… https://barryli.phd/writing/nger-the-safeguard-mechanism-australias-mature-carbon-frameworks-what-private-sector-firms-should-know/https://barryli.phd/writing/nger-the-safeguard-mechanism-australias-mature-carbon-frameworks-what-private-sector-firms-should-know/Thu, 02 Oct 2025 00:59:16 GMTAustralia already has fairly established regulatory regimes under the **National Greenhouse and Energy Reporting (NGER)** scheme and the **Safeguard Mechanism**. These aren’t new, they’re mature, and they operate under… https://barryli.phd/writing/ifrs-s2-australias-climate-disclosure-standard-what-you-need-to-know/https://barryli.phd/writing/ifrs-s2-australias-climate-disclosure-standard-what-you-need-to-know/Thu, 02 Oct 2025 00:50:09 GMTIn plain terms: IFRS S2 (Climate-related Disclosures) is an international standard that tells organisations how they should report the financial risks and opportunities caused by climate change (e.g. how severe weather,…