Latest AI Forecasts · Batch 6
Cisco Systems (CSCO.NASDAQ) AI Forecasts & Advisor Analysis
Compare 12 independent AI Advisors, their forecast paths, scenarios, risks, evidence, and reasoning. The navigator and selected report retain the complete workspace structure; sign in or upgrade to unlock every report and chart.
Michael Burry AI
The Vulture Framework·AI Researcher Mode
Rating
Buy
5-Year Return Est.
+87.3%
CSCO.NASDAQ does not currently pay dividends
Advisor Investment Thesis
Most Rational Scenario
The crowd correctly identifies the secular threat of hyperscaler whitebox networking, but systematically misprices Cisco's defensive moat. The true price path reflects the structural transformation from a cyclical hardware vendor into an enterprise software and security utility. As the Warsh monetary regime steepens the yield curve and penalizes cash-burning AI software, capital will rotate toward fortress balance sheets with visible cash conversion. Cisco's 1.6% capex-to-revenue ratio shields it from the hyperscaler ROI collapse, while the Splunk integration engineers a permanent gross margin step-up above 65%. The Alpha Gap will close as Ethernet supplants InfiniBand in backend AI fabrics and sovereign AI mandates force localized, secure networking deployments.
- The $28B Splunk integration transitions the revenue mix toward recurring SaaS, dampening legacy cyclicality.
- Sovereign AI 'hard-fencing' mandates turn Cisco's secure networking stack into a localized national security necessity.
- Minimal capex intensity (under 2% of revenue) provides a stark contrast to hyperscaler cash burn, attracting defensive capital.
- Sustained $13B+ free cash flow effortlessly covers the 5%+ combined dividend and buyback yield.
- The implied market capitalization over the horizon remains highly realistic given the global M2 expansion and the scarcity of high-margin, low-leverage tech compounders.
Interactive forecast chart
AI Advisor 1
Michael Burry
- Rating
- buy
- Forecasted compounded return
- +87.3%
- Forecast anchor
- 112.69 USD on July 2, 2026
Most reasonable investment thesis
The crowd correctly identifies the secular threat of hyperscaler whitebox networking, but systematically misprices Cisco's defensive moat. The true price path reflects the structural transformation from a cyclical hardware vendor into an enterprise software and security utility. As the Warsh monetary regime steepens the yield curve and penalizes cash-burning AI software, capital will rotate toward fortress balance sheets with visible cash conversion. Cisco's 1.6% capex-to-revenue ratio shields it from the hyperscaler ROI collapse, while the Splunk integration engineers a permanent gross margin step-up above 65%. The Alpha Gap will close as Ethernet supplants InfiniBand in backend AI fabrics and sovereign AI mandates force localized, secure networking deployments. - The $28B Splunk integration transitions the revenue mix toward recurring SaaS, dampening legacy cyclicality. - Sovereign AI 'hard-fencing' mandates turn Cisco's secure networking stack into a localized national security necessity. - Minimal capex intensity (under 2% of revenue) provides a stark contrast to hyperscaler cash burn, attracting defensive capital. - Sustained $13B+ free cash flow effortlessly covers the 5%+ combined dividend and buyback yield. - The implied market capitalization over the horizon remains highly realistic given the global M2 expansion and the scarcity of high-margin, low-leverage tech compounders.
Bull case
If the integration of Splunk accelerates cross-platform security sales and AI infrastructure pivots decisively to Ethernet, the base case fundamentally re-rates. The bull case materializes if Cisco unlocks massive, multi-decade sovereign AI defense contracts, decoupling its revenues from cyclical enterprise IT spend. Furthermore, a ruthless spin-off of legacy, low-margin hardware divisions would re-rate the remaining entity to a premium SaaS multiple. - Ethernet overtakes InfiniBand as the dominant backend AI training fabric. - Sovereign AI mandates force NATO governments to standardize on Cisco AI Defense. - Legacy hardware divestitures transform the financial profile into a pure-play software/observability monopoly.
Bear case
If the core hardware routing business collapses faster than software subscriptions can backfill, the structural thesis breaks. The bear case materializes if hyperscalers successfully push their proprietary whitebox networking architectures down-market into the enterprise, structurally destroying Cisco's switching margins. Corroborated by a severe geopolitical foundry embargo cutting off advanced Silicon One manufacturing, Cisco would face simultaneous margin compression and supply chain paralysis. Under this scenario, the Splunk acquisition becomes a $28B stranded asset. - Whitebox commoditization destroys legacy switching and routing gross margins. - Enterprise IT budgets freeze amid prolonged stagflation, halting the Wi-Fi 7 refresh. - Foundry embargoes severely constrain AI infrastructure delivery timelines.
Sentiment and regime
- Greed and fear sentiment
- -0.4
- Expected volatility regime
- moderate
- Convergence-cycle position
- growing_awareness
Broader narrative
- Current crowd consensus
- The crowd views Cisco as a stagnant, legacy hardware dinosaur desperately attempting to buy growth through the $28B Splunk acquisition. The prevailing consensus treats the enterprise networking market as permanently commoditized by whitebox alternatives and views Arista as the undisputed winner of the AI infrastructure networking race. Media and sell-side research remain anchored to the belief that Cisco is merely a slow-moving, value-trap dividend payer, fundamentally incapable of capturing the high-growth generative AI capex wave currently dominated by hyperscalers and pure-play silicon.
- Alpha-gap assessment
- The variant perception lies in the market's fundamental misunderstanding of Cisco's capex profile and software pivot. The crowd misprices the Splunk acquisition as a desperate growth-grab, ignoring the structural margin accretion and dominant position in observability and security it engineers. The true edge is recognizing that while hyperscalers burn hundreds of billions on AI compute infrastructure, Cisco is the low-capex arms dealer for the networking fabric. As sovereign AI 'hard-fencing' mandates accelerate, Cisco's end-to-end trusted networking stack transforms into a national security utility, fundamentally decoupling its valuation from traditional hardware cycles.
- Convergence catalyst
- The catalyst for convergence will be a specific quarterly earnings release in late 2026 or early 2027 where recurring software and subscription revenues demonstrably cross the 60% threshold of total revenue. This will be corroborated by a blowout in AI infrastructure orders exceeding $4B, forcing sell-side analysts to formally re-rate the equity from a hardware multiple to a software/security multiple.
- Macro-regime alignment
- The Warsh monetary regime acts as a massive tailwind. In an environment characterized by sticky inflation, higher term premia, and liquidity absorption from mega-IPOs, capital aggressively penalizes cash-burning growth. Cisco's fortress balance sheet, $13B+ in free cash flow, and low capex intensity make it a premier defensive haven. The macro winds of supply-chain fragmentation and geopolitical conflict further support its secure, sovereign-aligned infrastructure thesis.
Primary drivers
- Software Transformation & Recurring REVE: The $28B acquisition of Splunk is not merely an addition; it is a fundamental rewiring of Cisco's economic engine. By transitioning the revenue mix toward recurring SaaS and observability subscriptions, Cisco mathematically forces gross margin expansion toward the upper 60% tier and dampens the historical cyclicality of legacy switch sales. This structural shift improves earnings quality and predictability. In a macro environment where investors heavily penalize earnings volatility, a dominant recurring revenue base provides a premium valuation anchor. As the integration yields cross-selling synergies in cybersecurity, this efficiency engine will persist throughout the forecast horizon, directly lifting free cash flow and sustaining aggressive share repurchases. Probability: Not available. Expected impact: +20.0%.
- Ethernet OVER Infiniband Transition: The AI cluster networking standard is migrating toward Ethernet, breaking InfiniBand's early monopoly. Cisco's Silicon One architecture is perfectly positioned to capture this backend AI fabric share. As hyperscalers and enterprises look to avoid vendor lock-in and scale their generative AI deployments, Ethernet provides the necessary interoperability and cost-efficiency. This transition fundamentally re-inserts Cisco into the core AI infrastructure narrative, a space the crowd assumes is exclusively dominated by Nvidia and Arista. As AI infrastructure orders surpass the $2B mark observed in 2025, the persistence of this shift will act as a structural tailwind, driving significant upside in high-margin switching revenue and forcing a re-rating of the stock. Probability: Not available. Expected impact: +15.0%.
- Balance Sheet Fortress IN Warsh Regime: Under the Warsh monetary regime, characterized by higher term premia, sticky inflation, and liquidity absorption from mega-IPOs, capital brutally penalizes cash-burning growth. Cisco's debt-to-equity ratio of 0.60, massive $13B+ in free cash flow, and microscopic capex intensity (1.6% of revenue) make it a premier defensive compounder. While hyperscalers incinerate capital on speculative AI builds, Cisco acts as the highly profitable arms dealer. This financial architecture provides severe downside protection and allows the company to aggressively repurchase shares (over $7B annually) at depressed valuations. This macro alignment will attract massive institutional capital seeking a safe haven, driving structural price appreciation. Probability: Not available. Expected impact: +12.0%.
- Sovereign AI HARD Fencing Mandates: The February 2026 US mandate for localized sovereign AI inference fundamentally alters the networking landscape. Data can no longer flow freely across borderless cloud infrastructure; it must be hard-fenced and secured locally. This regulatory shift turns Cisco's end-to-end trusted networking and AI Defense security stack into a national security utility. Governments and highly regulated industries are forced to deploy secure, localized infrastructure, effectively locking in multi-year procurement cycles with trusted domestic vendors. This creates a captive market insulated from broader macroeconomic IT budget cuts. The persistence of geopolitical fragmentation ensures this regulatory tailwind will continuously drive sovereign infrastructure revenue. Probability: Not available. Expected impact: +10.0%.
Primary frictions
- Hyperscaler Whitebox IN Sourcing: The hyperscalers are allergic to margin-stacking. Amazon, Google, and Microsoft are aggressively designing custom silicon and whitebox switches to bypass traditional OEM hardware. This backward integration poses a severe, persistent threat to Cisco's core switching and routing businesses. As AI cluster deployments scale, hyperscalers possess the capital and engineering density to completely disintermediate Cisco from the largest data centers on the planet. If this whitebox architecture successfully pushes down-market into the enterprise sector, it will structurally destroy Cisco's legacy gross margins, forcing a brutal price war. This friction remains a permanent structural overhang, placing a definitive ceiling on hardware revenue growth and compressing the multiples investors are willing to assign to the legacy segments. Probability: Not available. Expected impact: -15.0%.
- Splunk Integration Execution RISK: Acquiring a $28B software asset is straightforward; successfully integrating its complex sales motion without alienating the legacy hardware channel is notoriously difficult. Cisco's historical track record with massive acquisitions is mixed, often characterized by culture clashes and product roadmap misalignment. If the integration stalls, the anticipated revenue synergies and cross-selling in the observability and cybersecurity suites will fail to materialize. Furthermore, the massive capital outlay restricts Cisco's ability to pursue other opportunistic M&A during the AI infrastructure boom. This internal friction could paralyze management focus, turning Splunk into a stranded asset and fundamentally disproving the software transformation thesis that underpins the current valuation. Probability: Not available. Expected impact: -12.0%.
- Enterprise AI Pilot Exhaustion: The December 2025 data confirms a massive failure rate in enterprise generative AI pilots. When the initial hype evaporates and CFOs demand actual ROI, the broader enterprise network refresh cycle will face a brutal budgetary hangover. Companies that over-invested in AI compute will freeze their traditional IT networking and cybersecurity budgets to conserve cash in a stagflationary environment. This digestion period will severely depress short-term switching revenue and stall the anticipated Wi-Fi 7 upgrade cycle. The persistence of this friction depends on how quickly enterprises can monetize their AI investments; until then, it serves as a massive drag on top-line growth. Probability: Not available. Expected impact: -10.0%.
- Tariffs AND Supply Chain Chokepoints: The Hormuz blockade and the Liberation Day tariff matrix explicitly expose Cisco's hardware dependencies. Acute chokepoints in helium, polyethylene packaging, and advanced TSMC foundry access threaten to paralyze hardware delivery timelines. Geopolitical fragmentation has permanently increased the cost of goods sold, applying relentless pressure to hardware gross margins. While Cisco has navigated supply shocks before, the current regime of weaponized trade policy ensures that component sourcing will remain a persistent, margin-eroding friction. The inability to fully pass these costs onto enterprise customers in a weak macro environment will directly impact profitability, delaying product rollouts and impairing free cash flow generation over the forecast horizon. Probability: Not available. Expected impact: -8.0%.
Tail opportunities
- Legacy Hardware SPIN OFF: Management executes a ruthless, tax-free spin-off of the low-margin, highly cyclical legacy routing and switching hardware divisions. Triggered by pressure from activist investors seeking to unlock the value of the Splunk integration, this structural reorganization leaves the parent company as a pure-play, high-margin software, observability, and cybersecurity monopoly. Shedding the hardware drag allows the market to re-rate the remaining entity to a premium 10x EV/Sales SaaS multiple. The spin-off instantly transforms Cisco's margin profile, eliminates supply-chain geopolitical risk from the core valuation, and violently closes the Alpha Gap by forcing the crowd to value the software engine independently. Probability: +20.0%. Expected impact: +30.0%.
- Defense Utility Decoupling: Cisco AI Defense and secure networking protocols are formally classified as critical national security infrastructure by NATO and the US Department of Defense. Triggered by severe escalations in state-sponsored cyber warfare, Western governments mandate the exclusive use of Cisco's trusted stack for all sovereign AI and military data deployments. This classification entirely decouples a massive tranche of Cisco's revenue from traditional, cyclical enterprise IT spending. By securing multi-decade, inflation-adjusted defense contracts, Cisco effectively becomes a regulated utility for national security data transport, driving massive multiple expansion as the market prices in absolute revenue certainty and impenetrable barriers to entry. Probability: +35.0%. Expected impact: +25.0%.
Tail risks
- Geopolitical Foundry Embargo: A severe geopolitical escalation in the Taiwan Strait results in a total blockade or destruction of advanced TSMC semiconductor foundries. Triggered by state-actor intervention, this embargo completely halts the production of Cisco's Silicon One architecture and other critical networking components. The supply chain paralysis renders Cisco fundamentally unable to fulfill its AI infrastructure and enterprise networking backlog. Revenue collapses instantaneously, and the company is forced to burn through its cash reserves merely to maintain operations. The structural fracture in the global hardware supply chain indefinitely suspends Cisco's ability to deliver physical products, vaporizing the hardware valuation entirely and causing absolute panic selling. Probability: +15.0%. Expected impact: -45.0%.
- Whitebox Enterprise Commoditization: Major hyperscalers (AWS, Microsoft, Google) successfully open-source their proprietary networking silicon and whitebox architectures, pushing them aggressively down-market into traditional enterprise data centers. Triggered by a desire to lower compute costs for their cloud customers, this commoditization utterly destroys Cisco's pricing power in legacy switching. The enterprise sector broadly adopts whitebox solutions, cratering Cisco's hardware gross margins and triggering a catastrophic loss of market share. This event shatters the foundational cash-flow engine required to fund the dividend, share repurchases, and the ongoing Splunk integration, leading to a permanent structural decline in the equity value and a severe credit downgrade. Probability: +30.0%. Expected impact: -35.0%.
Step-by-step forecast path
| Step | Forecast date | Step change | Projected value (USD) | Scenario rationale |
|---|---|---|---|---|
| 1 | October 2, 2026 | +4.0% | 117.20 | Market absorbs the liquidity drain from recent mega-IPOs like SpaceX and Anthropic. Capital aggressively rotates out of speculative, cash-burning AI software and into Cisco's defensive, high-margin exposure. The Warsh monetary tightening regime penalizes high-duration assets, making Cisco's fortress balance sheet and 1.6% capex intensity highly attractive. The stock benefits from rotational inflows as investors seek safety without abandoning the AI infrastructure theme. |
| 2 | January 2, 2027 | +5.0% | 123.06 | The integration of the $28B Splunk acquisition demonstrates early, measurable cross-selling success within the cybersecurity and observability suites. As legacy hardware revenues face expected cyclical pressure, the recurring software revenue provides a hard fundamental floor. Sustained dividend distributions and aggressive share repurchases under the new CFO insulate the equity from broader macro volatility, proving the cash-flow engine remains fully intact. |
| 3 | April 2, 2027 | +6.0% | 130.44 | Sovereign AI 'hard-fencing' mandates accelerate globally in response to escalating geopolitical fragmentation and cyber threats. Cisco secures massive, localized defense infrastructure contracts, validating the secure networking thesis. The realization that governments require end-to-end trusted data transport decouples a significant tranche of revenue from traditional enterprise IT budgets, forcing the market to price in the emergence of a national security utility moat. |
| 4 | July 2, 2027 | +3.0% | 134.35 | Accretive earnings from Splunk fully hit the bottom line, permanently altering the financial profile. Gross margins structurally clear the 65% threshold, proving that the software transition is mathematically overriding the legacy switching drag. The crowd begins to recognize that the microscopic capex burden allows almost complete conversion of operating income into free cash flow, setting the stage for multiple expansion. |
| 5 | October 2, 2027 | +2.0% | 137.04 | Macroeconomic headwinds and sticky inflation temporarily stall the broader enterprise IT budget refresh. However, Cisco utilizes its massive $13B+ free cash flow to execute aggressive share repurchases at opportunistic valuations. This financial engineering artificially supports EPS growth and prevents a breakdown in the stock price, perfectly executing the Vulture's mandate of relying on hard assets and cash rather than narratives. |
| 6 | January 2, 2028 | +4.0% | 142.52 | The long-delayed Wi-Fi 7 enterprise refresh cycle finally initiates, providing a cyclical tailwind that offsets the secular decline in legacy switching. Companies are forced to upgrade physical office connectivity to handle increasing AI workloads and agentic tool usage. This hardware bounce, combined with the steadily compounding software subscription base, delivers a clean earnings beat that completely blindsides the bearish consensus. |
| 7 | April 2, 2028 | +5.0% | 149.65 | The industry debate concludes as Ethernet definitively overtakes InfiniBand for backend AI training fabrics. Cisco's Silicon One architecture gains measurable market share among tier-two cloud providers and large enterprises avoiding vendor lock-in. This technological pivot re-inserts Cisco into the core AI infrastructure narrative, forcing sell-side analysts to revise their TAM models upward and re-rate the stock beyond a simple value play. |
| 8 | July 2, 2028 | -2.0% | 146.66 | The broader technology sector experiences a violent multiple-compression event driven by a sudden spike in long-end Treasury yields. While Cisco's equity dips in sympathy with the Nasdaq, it massively outperforms its cash-burning peers. The 5%+ combined shareholder yield (dividends plus buybacks) acts as a structural parachute, proving that downside protection is paramount when the speculative momentum cycle inevitably violently reverses. |
| 9 | October 2, 2028 | +4.0% | 152.52 | A critical milestone is breached: software and subscription revenues officially surpass 55% of the total revenue mix. This structural flip forces a delayed sell-side re-rating, as traditional hardware models are fundamentally broken by the new recurring revenue reality. Institutional capital that mandates software-like gross margins begins accumulating the stock, aggressively closing the Alpha Gap identified in the variant perception. |
| 10 | January 2, 2029 | +3.0% | 157.10 | Operating leverage expands rapidly as the debt associated with the Splunk acquisition is fully digested and retired. Because capex remains microscopic, incremental gross margin gains flow unimpeded to the bottom line. The balance sheet deleveraging provides the CFO with renewed ammunition for either massive special dividends or further strategic M&A, signaling absolute financial dominance in a capital-constrained global environment. |
| 11 | April 2, 2029 | +3.0% | 161.81 | Cisco announces highly targeted, strategic bolt-on acquisitions in AI cybersecurity and observability, further entrenching the software transition without degrading the balance sheet. By avoiding massive bidding wars and acquiring distressed startup assets at 50 cents on the dollar, management demonstrates exceptional capital allocation discipline. The enterprise security suite becomes deeply integrated, raising switching costs for corporate clients to insurmountable levels. |
| 12 | July 2, 2029 | +2.0% | 165.05 | Global trade fragmentation and localized tariff matrices persist, compressing margins for hardware-centric competitors. However, massive US federal infrastructure and defense spending acts as a countercyclical buffer for Cisco's hardware sales. The company's unique status as a trusted domestic supplier shields it from the worst of the geopolitical supply chain disruptions, allowing it to take market share from paralyzed international competitors. |
| 13 | October 2, 2029 | +4.0% | 171.65 | Next-generation AI compute clusters heavily standardize on Cisco's trusted networking protocols to combat rapidly rising state-sponsored cyber warfare threats. The realization that AI models are critical intellectual property forces enterprises to prioritize data security over raw speed. Cisco's AI Defense architecture becomes the de facto standard, generating massive, high-margin licensing revenues that completely overwhelm any lingering weakness in legacy routing. |
| 14 | January 2, 2030 | +3.0% | 176.80 | Continuous, programmatic $7B+ annual share buybacks dramatically reduce the outstanding float. This relentless cannibalization of the share count compounds EPS significantly, even in an environment of moderate top-line growth. The market realizes that the company is effectively taking itself private over a multi-decade horizon using its own cash flow, creating an intense scarcity premium for the remaining publicly traded shares. |
| 15 | April 2, 2030 | +4.0% | 183.87 | Software and services eclipse 65% of the revenue mix, representing the final capitulation of the bear thesis. The market formally stops pricing Cisco as a legacy hardware box-seller and begins applying a hybrid SaaS valuation multiple. This re-rating generates outsized price appreciation, as the fundamental reality of the Splunk integration completely shatters the outdated consensus narrative that dominated the mid-2020s. |
| 16 | July 2, 2030 | +2.0% | 187.55 | A violent rotation out of speculative tech and into value-tech accelerates globally. Institutions desperately park capital in Cisco for its impenetrable balance sheet, predictable cash conversion, and inflation-protected dividend yield. In a world starved for reliable free cash flow, the asset is treated as a high-yield corporate bond with embedded software growth optionality, perfectly executing the contrarian margin-of-safety investment framework. |
| 17 | October 2, 2030 | +3.0% | 193.17 | The secondary AI infrastructure refresh cycle begins, driven by the obsolescence of first-generation networking fabrics. Enterprises deploy massive capital to upgrade their switching infrastructure to support newer, agentic AI workloads. Cisco captures a disproportionate share of this upgrade cycle due to its entrenched security architecture, driving a renewed wave of high-margin hardware sales that perfectly complement the software subscription engine. |
| 18 | January 2, 2031 | +4.0% | 200.90 | Cisco achieves near-monopoly status in end-to-end enterprise observability and AI defense. The structural thesis convergence is absolute. The Alpha Gap is fully closed as the market accepts that trusted data transport and security are indistinguishable. The sheer scale of the recurring revenue stream provides absolute immunity to traditional macroeconomic shocks, solidifying the stock as a foundational holding in all institutional portfolios. |
| 19 | April 2, 2031 | +3.0% | 206.93 | Hyperscalers concede the enterprise on-premise networking battle back to Cisco, recognizing the deeply entrenched nature of its security and observability stack. The threat of whitebox commoditization recedes as clients refuse to abandon Cisco's proprietary security integrations. This competitive victory removes the final structural friction from the narrative, allowing the multiple to expand freely without the overhang of imminent technological disruption. |
| 20 | July 2, 2031 | +2.0% | 211.07 | Thesis convergence is complete. Cisco commands a software-equivalent multiple, delivering steady, utility-like returns to long-term shareholders. The transformation from a cyclical hardware vendor to a high-margin software monopoly stands as a definitive case study in capital allocation. The Vulture's forensic bet on cash flow, minimal capex intensity, and structural margin accretion has materialized flawlessly, completely humiliating the early consensus bears. |
Advisor and configuration
- Advisor
- michael_burry__the_vulture__google_gemini_3_1_pro__20260201_preview_release
- Persona
- Michael Burry
- Archetype
- The Vulture
- Model
- (February 01, 2026) Preview Release
- Provider
- Mode
- RESEARCHER (Web Search Enabled) with High Reasoning and Standard Creativity
- Task configuration
- michael_burry__the_vulture__google_gemini_3_1_pro__20260201_preview_release__equity__json__extnd_invest_thesis_4q_alphassym__ts_num_desc__h5y_s3m__var1__researcher__standard_creativity_high_thinking__batch
- Forecast horizon
- 5 year
- Forecast steps
- 20 steps of 3 month
- Assembly type
- Balanced Assembly
- Assembly name
- michael_burry__the_vulture__google_gemini_3_1_pro__20260201_preview_release RESEARCHER Forecast Assembly
- Input format
- Latest Close Price with Stats and Fundamentals
- Output format
- Equity Extended Investment Thesis (4 Quadrants and Alpha Asymmetry) + Pct Change Timeseries for Close Price with Rationale, (5Y Quarterly)
Read the complete Michael Burry advisor methodology
Configuration components
- aiassmprmtcmpnt_3c0c459a-0d4a-50ca-87df-c172ec5618aa (subject_context)
- aiassmprmtcmpnt_efec62e4-24c0-556a-8070-775c69b97643 (global_context)
- aiassmprmtcmpnt_3c0c459a-0d4a-50ca-87df-c172ec5618aa (subject_context)
- aiassmprmtcmpnt_8115cc2a-d418-54b1-a616-49dfa91195f4 (task_guidelines)
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